GLOBAL BMU Analysis

This document was created to analyze NCRMP BMU data

1 Load and clean data

1.0.1 Set aesthetics

1.0.2 Create plot wrappers

1.0.3 Define data import paths

1.0.4 Create functions for importing data

1.0.5 Read and bind raw data

1.0.6 Fix inconsistencies in the raw data

## # A tibble: 3 × 1
##   species
##   <chr>  
## 1 iso    
## 2 ofav   
## 3 plob

1.0.7 Create BAR Loc fields

1.0.8 Fix depth issues

## $in_barData_pacific_but_not_in_csv
## character(0)
## 
## $in_csv_but_not_in_barData_pacific
## character(0)

## $in_barData_atlantic_but_not_in_csv
## [1] "keys-mki1" "keys-mki2" "keys-mko1" "keys-mko2" "keys-uki2" "keys-uki3"
## [7] "keys-uko1" "keys-uko3"
## 
## $in_csv_but_not_in_barData_atlantic
## [1] "keys-lki" "keys-lko" "keys-mki" "keys-mko" "keys-uki" "keys-uko"

1.0.9 Add in skeletal source info

## Non-missing skeletalSource: 809

## # A tibble: 108 × 1
##    tagNum
##     <dbl>
##  1   2178
##  2   2179
##  3   2180
##  4   2181
##  5   2182
##  6   2183
##  7   2184
##  8   6455
##  9   6501
## 10   6502
## 11   6503
## 12   6504
## 13   6505
## 14   6506
## 15   6507
## 16   6508
## 17   6509
## 18   6510
## 19   6511
## 20   6512
## # ℹ 88 more rows

1.0.10 Calculate BAR rates

1.0.11 Graph response distributions, remove bar outliers over 3sd

Values Outside ±3 SD (by variable)

Bar tag	deltaMass_mgcm2y	deltaMass_kgm2y	deltaVolume_mm3cm2y	deltaDensity_mgcm3cm2y	macroboring_mm3cm2y	accretion_mm3cm2y	grazing_mm3cm2y
1015				NA	-24.8938777859082
1036	-245.834828018896	-2.45834828018896	NA	NA	NA	NA	NA
1049	-200.023335509138	-2.00023335509138	NA	NA	NA	NA	NA
1056	-256.878625541125	-2.56878625541126	NA	NA	NA	NA	NA
1057	-211.419762529138	-2.11419762529138	NA	NA	NA	NA	NA
1062	-222.518185495734	-2.22518185495734	NA	NA	NA	NA	NA
1070	-203.688888888889	-2.03688888888889	NA	NA	NA	NA	NA
1071	-295.372461642599	-2.95372461642599	NA	NA	NA	NA	NA
1075	-252.639384920635	-2.52639384920635	NA	NA	NA	NA	NA
1077	-234.751094504831	-2.34751094504831	NA	NA	NA	NA	NA
1078				NA		100.401735636086
1089	349.434480122324	3.49434480122324	323.694505156728	NA		325.552189818425
1090				NA		104.784407358433
1091	204.908263630731	2.04908263630731	179.12630353005	NA		211.158554923714
1099	358.255125506704	3.58255125506704	185.217165931946	NA		186.773089969208
1202							-111.780156371243
1307					-24.5193132628601
1601	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1604	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1605	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1607	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1609	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1611	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1612	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1613	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1614	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1615	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1616	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1617	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1618	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1619	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1620	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1621					-28.9974082568807
1635	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1637	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1638	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1639	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1640	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1652					-31.2095522826452
1655					-35.0926548338369
1661	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1662	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1663	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1664	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1665	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1668					-29.4517093515038
1677					-29.4132597117794
1681	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1682	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1683	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1684	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
1685	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
3209	298.84749589491	2.9884749589491	169.089583222154			170.407716692324
3223				6.62596111353211
3224				-3.83347528923408
3230							-118.902026911429
3257					-30.0331134324082
3261	178.62672604253	1.7862672604253	114.04805057132			115.12293336095
3267							-118.057946004559
3272				-9.1543745044013
3274				-6.79311600957022			-123.858158064836
3286					-40.20584745116
3701					-26.3157627875794
3761							-123.61576600303
3772					-46.4086290266996
3773				-9.27418068209876
4602	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA	NA, NA
4618	, NA	, NA	NA, NA	NA, NA	, NA	, NA	NA, NA
4621			NA	NA	-29.3366579893505		NA
4628	, NA	, NA	NA, NA	NA, NA	, NA	, NA	NA, NA
4680			NA	NA	-29.4798781158892		NA
4685	, NA	, NA	NA, NA	NA, NA	, NA	, NA	NA, NA
4881			NA	NA	-27.351762336159		NA
4896			NA	NA	-29.1832910299278		NA
4913				-4.47262853407638
4915				-4.69132108660914
4925			-148.685753672515		NA		NA
4926				8.28476761202485
4927				7.75247275694444
5000			NA	NA	-46.692709524293		NA
6422					-64.5657941863532
6442							-137.108488703915
6443					-32.1697529503733
6453							-137.944670965684
6540					-26.1374506049242
6563					-42.9801620597015
6585				-14.4566789097368

## Bars to remove due to ±3 SD outliers: 87

1.0.12 Graph deployment duration

1.0.13 Clean data

Remove data that is 1. Not successfully recovered 2. Not plob or mcav 3. Tag 1022 4. Data from Maug seep 5. Grazing data that is positive 6. Deployed for more than 6 years or less than 2 years 7. Depth is less than 10m

1.0.14 Remove vars with low replication

## ### Values masked (set to NA) where loc3 has < 3 non-NA measurements (per variable)

var	n_locs_total	n_locs_below_min
deltaMass_mgcm2y	65	6
deltaMass_kgm2y	65	6
deltaVolume_mm3cm2y	65	15
deltaDensity_mgcm3cm2y	65	21
macroboring_mm3cm2y	65	6
accretion_mm3cm2y	65	6
grazing_mm3cm2y	65	15

1.0.15 Remove rows that have NA’s for all vars

1.0.16 Check binds across datasets

loc1 Comparison: BAR vs PARROT vs ENV

loc1	in_BAR	in_PARROT	in_ENV	match_status
caribbean	TRUE	TRUE	TRUE	MATCH
florida	TRUE	TRUE	TRUE	MATCH
flowerGardenBanks	TRUE	TRUE	TRUE	MATCH
marianas	TRUE	TRUE	TRUE	MATCH
middleHawaiianIslands	TRUE	TRUE	TRUE	MATCH
northwestHawaiianIslands	TRUE	TRUE	TRUE	MATCH
pacificRemoteIslandArea	TRUE	TRUE	TRUE	MATCH
samoa	TRUE	TRUE	TRUE	MATCH

loc2 Comparison: BAR vs PARROT vs ENV

loc2	in_BAR	in_PARROT	in_ENV	match_status
dryTortugas	TRUE	TRUE	TRUE	MATCH
flowerGardenBanks	TRUE	TRUE	TRUE	MATCH
frenchFrigateShoals	FALSE	TRUE	TRUE	PARROT & ENV only
guam	TRUE	TRUE	TRUE	MATCH
hawaii	TRUE	TRUE	TRUE	MATCH
jarvis	TRUE	TRUE	TRUE	MATCH
keys	TRUE	TRUE	TRUE	MATCH
maug	TRUE	TRUE	TRUE	MATCH
oahu	TRUE	TRUE	TRUE	MATCH
ofu	TRUE	TRUE	TRUE	MATCH
pagan	TRUE	TRUE	TRUE	MATCH
palmyra	TRUE	TRUE	TRUE	MATCH
pearlHermes	TRUE	TRUE	TRUE	MATCH
puertoRico	TRUE	TRUE	TRUE	MATCH
saintCroix	TRUE	TRUE	TRUE	MATCH
saintJohn	TRUE	TRUE	TRUE	MATCH
saintThomas	TRUE	TRUE	TRUE	MATCH
saipan	TRUE	TRUE	TRUE	MATCH
tau	TRUE	TRUE	TRUE	MATCH
tutuila	TRUE	TRUE	TRUE	MATCH
wake	TRUE	TRUE	TRUE	MATCH

loc3 Comparison: BAR vs PARROT vs ENV

loc3	in_BAR	in_PARROT	in_ENV	match_status
dryTortugas-west	TRUE	TRUE	TRUE	MATCH
flowerGardenBanks-east	TRUE	TRUE	TRUE	MATCH
frenchFrigateShoals-east	FALSE	TRUE	TRUE	PARROT & ENV only
frenchFrigateShoals-north	FALSE	TRUE	TRUE	PARROT & ENV only
frenchFrigateShoals-south	FALSE	TRUE	TRUE	PARROT & ENV only
frenchFrigateShoals-west	FALSE	TRUE	TRUE	PARROT & ENV only
guam-east	TRUE	TRUE	TRUE	MATCH
guam-north	TRUE	TRUE	TRUE	MATCH
guam-south	TRUE	TRUE	TRUE	MATCH
guam-west	TRUE	TRUE	TRUE	MATCH
hawaii-east	FALSE	TRUE	TRUE	PARROT & ENV only
hawaii-north	TRUE	TRUE	TRUE	MATCH
hawaii-south	FALSE	TRUE	TRUE	PARROT & ENV only
hawaii-west	TRUE	TRUE	TRUE	MATCH
jarvis-east	FALSE	TRUE	FALSE	ONLY in PARROT
jarvis-south	TRUE	TRUE	TRUE	MATCH
jarvis-west	TRUE	TRUE	TRUE	MATCH
keys-lki	FALSE	TRUE	TRUE	PARROT & ENV only
keys-lko	FALSE	TRUE	TRUE	PARROT & ENV only
keys-mki	FALSE	TRUE	TRUE	PARROT & ENV only
keys-mko	FALSE	TRUE	TRUE	PARROT & ENV only
keys-uki	FALSE	TRUE	TRUE	PARROT & ENV only
keys-uko	FALSE	TRUE	FALSE	ONLY in PARROT
keys-uko1	TRUE	FALSE	TRUE	BAR & ENV only
keys-uko3	TRUE	FALSE	TRUE	BAR & ENV only
maug-east	TRUE	TRUE	TRUE	MATCH
maug-innerHCO2	FALSE	TRUE	TRUE	PARROT & ENV only
maug-innerMCO2	FALSE	TRUE	TRUE	PARROT & ENV only
maug-north	TRUE	TRUE	TRUE	MATCH
maug-south	TRUE	TRUE	TRUE	MATCH
maug-west	TRUE	TRUE	TRUE	MATCH
oahu-east	TRUE	TRUE	TRUE	MATCH
oahu-north	TRUE	TRUE	FALSE	BAR & PARROT only
oahu-south	TRUE	TRUE	TRUE	MATCH
oahu-southeast	FALSE	TRUE	TRUE	PARROT & ENV only
oahu-southwest	FALSE	TRUE	TRUE	PARROT & ENV only
oahu-west	TRUE	TRUE	TRUE	MATCH
ofu-north	TRUE	TRUE	TRUE	MATCH
ofu-south	TRUE	TRUE	TRUE	MATCH
pagan-east	TRUE	TRUE	TRUE	MATCH
pagan-north	TRUE	TRUE	TRUE	MATCH
pagan-south	TRUE	TRUE	TRUE	MATCH
pagan-west	TRUE	TRUE	TRUE	MATCH
palmyra-east	TRUE	TRUE	TRUE	MATCH
palmyra-north	TRUE	TRUE	TRUE	MATCH
palmyra-west	TRUE	TRUE	TRUE	MATCH
pearlHermes-east	FALSE	TRUE	TRUE	PARROT & ENV only
pearlHermes-north	FALSE	TRUE	TRUE	PARROT & ENV only
pearlHermes-south	TRUE	TRUE	TRUE	MATCH
pearlHermes-west	TRUE	TRUE	FALSE	BAR & PARROT only
puertoRico-east	TRUE	TRUE	TRUE	MATCH
puertoRico-north	TRUE	TRUE	TRUE	MATCH
puertoRico-northeast	TRUE	TRUE	TRUE	MATCH
puertoRico-south	TRUE	TRUE	TRUE	MATCH
puertoRico-southwest	FALSE	FALSE	TRUE	ONLY in ENV
puertoRico-west	TRUE	TRUE	TRUE	MATCH
saintCroix-east	TRUE	TRUE	TRUE	MATCH
saintCroix-north	TRUE	TRUE	TRUE	MATCH
saintCroix-south	TRUE	TRUE	TRUE	MATCH
saintCroix-west	TRUE	TRUE	TRUE	MATCH
saintJohn-east	FALSE	TRUE	TRUE	PARROT & ENV only
saintJohn-north	TRUE	TRUE	TRUE	MATCH
saintJohn-south	TRUE	TRUE	TRUE	MATCH
saintJohn-west	TRUE	TRUE	TRUE	MATCH
saintThomas-north	TRUE	TRUE	TRUE	MATCH
saintThomas-south	TRUE	TRUE	TRUE	MATCH
saintThomas-west	TRUE	TRUE	TRUE	MATCH
saipan-east	TRUE	TRUE	TRUE	MATCH
saipan-north	FALSE	TRUE	TRUE	PARROT & ENV only
saipan-northwest	TRUE	TRUE	TRUE	MATCH
saipan-south	TRUE	TRUE	TRUE	MATCH
saipan-west	TRUE	TRUE	TRUE	MATCH
tau-north	TRUE	TRUE	TRUE	MATCH
tau-west	TRUE	TRUE	TRUE	MATCH
tutuila-east	TRUE	TRUE	TRUE	MATCH
tutuila-north	TRUE	TRUE	TRUE	MATCH
tutuila-south	TRUE	TRUE	TRUE	MATCH
tutuila-west	TRUE	TRUE	TRUE	MATCH
wake-east	FALSE	TRUE	TRUE	PARROT & ENV only
wake-north	TRUE	TRUE	TRUE	MATCH
wake-south	TRUE	TRUE	TRUE	MATCH
wake-west	TRUE	TRUE	TRUE	MATCH

1.0.17 Removes Env and Parrot data if parrot and env only, or only in env

## Removing loc3 missing from BAR: 21

1.0.18 Check binds across datasets again after removal

loc1 Comparison: BAR vs PARROT vs ENV

loc1	in_BAR	in_PARROT	in_ENV	match_status
caribbean	TRUE	TRUE	TRUE	MATCH
florida	TRUE	TRUE	TRUE	MATCH
flowerGardenBanks	TRUE	TRUE	TRUE	MATCH
marianas	TRUE	TRUE	TRUE	MATCH
middleHawaiianIslands	TRUE	TRUE	TRUE	MATCH
northwestHawaiianIslands	TRUE	TRUE	TRUE	MATCH
pacificRemoteIslandArea	TRUE	TRUE	TRUE	MATCH
samoa	TRUE	TRUE	TRUE	MATCH

loc2 Comparison: BAR vs PARROT vs ENV

loc2	in_BAR	in_PARROT	in_ENV	match_status
dryTortugas	TRUE	TRUE	TRUE	MATCH
flowerGardenBanks	TRUE	TRUE	TRUE	MATCH
guam	TRUE	TRUE	TRUE	MATCH
hawaii	TRUE	TRUE	TRUE	MATCH
jarvis	TRUE	TRUE	TRUE	MATCH
keys	TRUE	TRUE	TRUE	MATCH
maug	TRUE	TRUE	TRUE	MATCH
oahu	TRUE	TRUE	TRUE	MATCH
ofu	TRUE	TRUE	TRUE	MATCH
pagan	TRUE	TRUE	TRUE	MATCH
palmyra	TRUE	TRUE	TRUE	MATCH
pearlHermes	TRUE	TRUE	TRUE	MATCH
puertoRico	TRUE	TRUE	TRUE	MATCH
saintCroix	TRUE	TRUE	TRUE	MATCH
saintJohn	TRUE	TRUE	TRUE	MATCH
saintThomas	TRUE	TRUE	TRUE	MATCH
saipan	TRUE	TRUE	TRUE	MATCH
tau	TRUE	TRUE	TRUE	MATCH
tutuila	TRUE	TRUE	TRUE	MATCH
wake	TRUE	TRUE	TRUE	MATCH

loc3 Comparison: BAR vs PARROT vs ENV

loc3	in_BAR	in_PARROT	in_ENV	match_status
dryTortugas-west	TRUE	TRUE	TRUE	MATCH
flowerGardenBanks-east	TRUE	TRUE	TRUE	MATCH
guam-east	TRUE	TRUE	TRUE	MATCH
guam-north	TRUE	TRUE	TRUE	MATCH
guam-south	TRUE	TRUE	TRUE	MATCH
guam-west	TRUE	TRUE	TRUE	MATCH
hawaii-north	TRUE	TRUE	TRUE	MATCH
hawaii-west	TRUE	TRUE	TRUE	MATCH
jarvis-east	FALSE	TRUE	FALSE	ONLY in PARROT
jarvis-south	TRUE	TRUE	TRUE	MATCH
jarvis-west	TRUE	TRUE	TRUE	MATCH
keys-uko	FALSE	TRUE	FALSE	ONLY in PARROT
keys-uko1	TRUE	FALSE	TRUE	BAR & ENV only
keys-uko3	TRUE	FALSE	TRUE	BAR & ENV only
maug-east	TRUE	TRUE	TRUE	MATCH
maug-north	TRUE	TRUE	TRUE	MATCH
maug-south	TRUE	TRUE	TRUE	MATCH
maug-west	TRUE	TRUE	TRUE	MATCH
oahu-east	TRUE	TRUE	TRUE	MATCH
oahu-north	TRUE	TRUE	FALSE	BAR & PARROT only
oahu-south	TRUE	TRUE	TRUE	MATCH
oahu-west	TRUE	TRUE	TRUE	MATCH
ofu-north	TRUE	TRUE	TRUE	MATCH
ofu-south	TRUE	TRUE	TRUE	MATCH
pagan-east	TRUE	TRUE	TRUE	MATCH
pagan-north	TRUE	TRUE	TRUE	MATCH
pagan-south	TRUE	TRUE	TRUE	MATCH
pagan-west	TRUE	TRUE	TRUE	MATCH
palmyra-east	TRUE	TRUE	TRUE	MATCH
palmyra-north	TRUE	TRUE	TRUE	MATCH
palmyra-west	TRUE	TRUE	TRUE	MATCH
pearlHermes-south	TRUE	TRUE	TRUE	MATCH
pearlHermes-west	TRUE	TRUE	FALSE	BAR & PARROT only
puertoRico-east	TRUE	TRUE	TRUE	MATCH
puertoRico-north	TRUE	TRUE	TRUE	MATCH
puertoRico-northeast	TRUE	TRUE	TRUE	MATCH
puertoRico-south	TRUE	TRUE	TRUE	MATCH
puertoRico-west	TRUE	TRUE	TRUE	MATCH
saintCroix-east	TRUE	TRUE	TRUE	MATCH
saintCroix-north	TRUE	TRUE	TRUE	MATCH
saintCroix-south	TRUE	TRUE	TRUE	MATCH
saintCroix-west	TRUE	TRUE	TRUE	MATCH
saintJohn-north	TRUE	TRUE	TRUE	MATCH
saintJohn-south	TRUE	TRUE	TRUE	MATCH
saintJohn-west	TRUE	TRUE	TRUE	MATCH
saintThomas-north	TRUE	TRUE	TRUE	MATCH
saintThomas-south	TRUE	TRUE	TRUE	MATCH
saintThomas-west	TRUE	TRUE	TRUE	MATCH
saipan-east	TRUE	TRUE	TRUE	MATCH
saipan-northwest	TRUE	TRUE	TRUE	MATCH
saipan-south	TRUE	TRUE	TRUE	MATCH
saipan-west	TRUE	TRUE	TRUE	MATCH
tau-north	TRUE	TRUE	TRUE	MATCH
tau-west	TRUE	TRUE	TRUE	MATCH
tutuila-east	TRUE	TRUE	TRUE	MATCH
tutuila-north	TRUE	TRUE	TRUE	MATCH
tutuila-south	TRUE	TRUE	TRUE	MATCH
tutuila-west	TRUE	TRUE	TRUE	MATCH
wake-north	TRUE	TRUE	TRUE	MATCH
wake-south	TRUE	TRUE	TRUE	MATCH
wake-west	TRUE	TRUE	TRUE	MATCH

1.0.19 Count numbers of replicates of each variable by loc2 and loc3

Non-missing counts by loc2 (per variable)

loc2	n_rows	deltaMass_mgcm2y	deltaMass_kgm2y	deltaVolume_mm3cm2y	deltaDensity_mgcm3cm2y	macroboring_mm3cm2y	accretion_mm3cm2y	grazing_mm3cm2y
saintCroix	59	59	59	59	54	59	59	59
maug	37	37	37	37	26	37	37	37
keys	34	34	34	34	34	34	34	34
pagan	32	32	32	31	17	32	32	31
oahu	24	24	24	24	24	24	24	24
puertoRico	23	23	23	13	13	23	23	13
saipan	23	23	23	23	8	23	23	23
guam	21	21	21	21	13	21	21	21
hawaii	21	21	21	21	21	21	21	21
tutuila	19	19	19	19	19	19	19	19
dryTortugas	18	18	18	18	18	18	18	18
pearlHermes	18	18	18	18	18	18	18	18
saintThomas	13	13	13	0	0	13	13	0
flowerGardenBanks	12	12	12	12	12	10	12	10
saintJohn	12	12	12	0	0	12	12	0
palmyra	11	11	11	10	10	11	11	10
wake	10	10	10	10	0	10	10	10
tau	8	8	8	7	7	8	8	7
ofu	7	7	7	7	7	7	7	7
jarvis	6	6	6	3	3	6	6	3
TOTAL	408	408	408	367	304	406	408	365

Non-missing counts by loc3 (per variable)

loc3	n_rows	deltaMass_mgcm2y	deltaMass_kgm2y	deltaVolume_mm3cm2y	deltaDensity_mgcm3cm2y	macroboring_mm3cm2y	accretion_mm3cm2y	grazing_mm3cm2y
saintCroix-north	19	19	19	19	14	19	19	19
dryTortugas-west	18	18	18	18	18	18	18	18
keys-uko1	18	18	18	18	18	18	18	18
keys-uko3	16	16	16	16	16	16	16	16
maug-south	15	15	15	15	15	15	15	15
saintCroix-west	15	15	15	15	15	15	15	15
saintCroix-east	14	14	14	14	14	14	14	14
hawaii-north	13	13	13	13	13	13	13	13
flowerGardenBanks-east	12	12	12	12	12	10	12	10
saintCroix-south	11	11	11	11	11	11	11	11
pagan-south	10	10	10	10	5	10	10	10
pagan-west	10	10	10	10	5	10	10	10
maug-north	9	9	9	9	5	9	9	9
pearlHermes-south	9	9	9	9	9	9	9	9
pearlHermes-west	9	9	9	9	9	9	9	9
guam-south	8	8	8	8	5	8	8	8
hawaii-west	8	8	8	8	8	8	8	8
maug-west	8	8	8	8	3	8	8	8
oahu-east	8	8	8	8	8	8	8	8
pagan-north	8	8	8	7	3	8	8	7
saipan-east	8	8	8	8	5	8	8	8
oahu-south	7	7	7	7	7	7	7	7
guam-east	6	6	6	6	4	6	6	6
oahu-west	6	6	6	6	6	6	6	6
saintThomas-south	6	6	6	0	0	6	6	0
saipan-south	6	6	6	6	0	6	6	6
saipan-west	6	6	6	6	0	6	6	6
maug-east	5	5	5	5	3	5	5	5
puertoRico-east	5	5	5	0	0	5	5	0
puertoRico-northeast	5	5	5	0	0	5	5	0
puertoRico-west	5	5	5	5	5	5	5	5
saintJohn-south	5	5	5	0	0	5	5	0
tutuila-east	5	5	5	5	5	5	5	5
tutuila-south	5	5	5	5	5	5	5	5
tutuila-west	5	5	5	5	5	5	5	5
guam-north	4	4	4	4	4	4	4	4
ofu-north	4	4	4	4	4	4	4	4
pagan-east	4	4	4	4	4	4	4	4
palmyra-east	4	4	4	3	3	4	4	3
palmyra-north	4	4	4	4	4	4	4	4
puertoRico-north	4	4	4	4	4	4	4	4
puertoRico-south	4	4	4	4	4	4	4	4
saintJohn-north	4	4	4	0	0	4	4	0
saintThomas-north	4	4	4	0	0	4	4	0
tau-north	4	4	4	3	3	4	4	3
tau-west	4	4	4	4	4	4	4	4
tutuila-north	4	4	4	4	4	4	4	4
wake-north	4	4	4	4	0	4	4	4
guam-west	3	3	3	3	0	3	3	3
jarvis-south	3	3	3	0	0	3	3	0
jarvis-west	3	3	3	3	3	3	3	3
oahu-north	3	3	3	3	3	3	3	3
ofu-south	3	3	3	3	3	3	3	3
palmyra-west	3	3	3	3	3	3	3	3
saintJohn-west	3	3	3	0	0	3	3	0
saintThomas-west	3	3	3	0	0	3	3	0
saipan-northwest	3	3	3	3	3	3	3	3
wake-south	3	3	3	3	0	3	3	3
wake-west	3	3	3	3	0	3	3	3
TOTAL	408	408	408	367	304	406	408	365

2 Data exploration

2.1 General

2.1.1 Map of BAR, parrot surveys, and environmental sites

2.1.2 Timeline of BAR data, parrot surveys, and environmental data

2.2 BAR data

2.2.1 Summary of locations and durations

Sites are divided at three levels across 2 basins. The highest level (loc1) includes 8 large regions including:
caribbean, flowerGardenBanks, florida, marianas, middleHawaiianIslands, pacificRemoteIslandArea, samoa, northwestHawaiianIslands

Within these larger regions are 20 sublevels (loc2) that are generally inclusive of an island including:
saintCroix, saintThomas, flowerGardenBanks, dryTortugas, keys, puertoRico, saintJohn, guam, hawaii, jarvis, maug, oahu, ofu, pagan, palmyra, pearlHermes, saipan, tau, tutuila, wake

Most islands or loc2 level includes multiple sites (loc3) within it, totaling 59 loc3 levels across both basins

Deployment dates ranged from 2014-03-25 to 2021-06-26 and recovery dates ranged from 2017-04-19 to 2024-08-24. The deployment duration ranged from 993 to 1950 days and was on 1381.5882353 days.

2.2.2 Calculation of stats for bar alteration by loc2

location				duration			depth			deltaMass_mgcm2yr				deltaMass_kgm2y				deltaVolume				deltaDensity				macroboring				accretion				grazing
basin	loc1	loc2	loc1.2	maxDays	minDays	n	maxDepth	minDepth	meanDepth	meanDeltaMass_mgcm2y	countDeltaMass_mgcm2y	sdDeltaMass_mgcm2y	seDeltaMass_mgcm2y	meanDeltaMass_kgm2y	countDeltaMass_kgm2y	sdDeltaMass_kgm2y	seDeltaMass_kgm2y	meanDeltaVolume	countDeltaVolume	sdDeltaVolume	seDeltaVolume	meanDeltaDensity	countDeltaDensity	sdDeltaDensity	seDeltaDensity	meanMacroboring	countMacroboring	sdMacroboring	seMacroboring	meanAccretion	countAccretion	sdAccretion	seAccretion	meanGrazing	countGrazing	sdGrazing	seGrazing
atlantic	caribbean	puertoRico	caribbean.puertoRico	1798	1573	23	16.1	13.0	14.91304	-13.448923	23	29.502368	6.151669	-0.1344892	23	0.2950237	0.0615167	-10.782447	13	14.159847	3.927235	1.1061227	13	0.5320711	0.1475700	-6.3528859	23	5.3297098	1.1113213	9.161337	23	6.827225	1.4235749	-12.985787	13	13.509256	3.7467936
atlantic	caribbean	saintCroix	caribbean.saintCroix	1441	1090	59	17.0	14.6	16.24915	-9.148334	59	28.583683	3.721279	-0.0914833	59	0.2858368	0.0372128	-17.442065	59	24.135804	3.142214	0.9913609	54	0.8232730	0.1120333	-3.8274967	59	3.3519761	0.4363901	11.744134	59	7.247331	0.9435221	-25.358702	59	19.735835	2.5693868
atlantic	caribbean	saintJohn	caribbean.saintJohn	1686	1632	12	16.7	15.2	15.92500	-29.024773	12	35.636340	10.287325	-0.2902477	12	0.3563634	0.1028733	NaN	0	NA	NA	NaN	0	NA	NA	-7.1319396	12	3.9029046	1.1266715	7.859276	12	5.789273	1.6712191	NaN	0	NA	NA
atlantic	caribbean	saintThomas	caribbean.saintThomas	1950	1142	13	16.7	15.5	16.05385	-32.971049	13	35.340282	9.801631	-0.3297105	13	0.3534028	0.0980163	NaN	0	NA	NA	NaN	0	NA	NA	-4.0740055	13	3.2882413	0.9119941	5.873674	13	3.218848	0.8927478	NaN	0	NA	NA
atlantic	florida	dryTortugas	florida.dryTortugas	1093	1043	18	15.2	15.2	15.20000	-16.804326	18	29.778896	7.018953	-0.1680433	18	0.2977890	0.0701895	-22.812553	18	24.159547	5.694460	0.5576937	18	1.7098776	0.4030220	-6.6204479	18	6.8886331	1.6236664	8.462564	18	4.491876	1.0587453	-24.654668	18	20.901698	4.9265774
atlantic	florida	keys	florida.keys	1357	1100	34	15.0	13.0	14.41176	10.540157	34	22.820736	3.913724	0.1054016	34	0.2282074	0.0391372	-5.819019	34	18.929274	3.246344	1.2635575	34	0.5915895	0.1014568	-2.5727154	34	2.1118094	0.3621723	21.188737	34	9.190086	1.5760867	-24.435041	34	18.998463	3.2582095
atlantic	flowerGardenBanks	flowerGardenBanks	flowerGardenBanks.flowerGardenBanks	1463	1220	12	20.7	20.7	20.70000	-72.298636	12	36.395673	10.506526	-0.7229864	12	0.3639567	0.1050653	-63.174703	12	25.518208	7.366472	1.6656771	12	2.0959348	0.6050442	-0.8068248	10	1.2321116	0.3896279	7.095744	12	5.497690	1.5870465	-64.549822	10	22.081816	6.9828832
pacific	marianas	guam	marianas.guam	1813	1085	21	16.5	13.7	14.92857	-18.707283	21	57.737344	12.599322	-0.1870728	21	0.5773734	0.1259932	-22.064378	21	44.106267	9.624776	1.4989461	13	0.7874475	0.2183986	-1.4861805	21	2.2322344	0.4871135	16.527947	21	17.437930	3.8052682	-37.106145	21	33.036364	7.2091257
pacific	marianas	maug	marianas.maug	1840	1133	37	16.2	10.4	13.06486	-20.329619	37	43.155854	7.094779	-0.2032962	37	0.4315585	0.0709478	-26.317644	37	37.678857	6.194366	1.0373989	26	0.4025262	0.0789419	-0.8864777	37	0.6903796	0.1134977	11.564079	37	13.009806	2.1387989	-36.995245	37	27.985374	4.6007672
pacific	marianas	pagan	marianas.pagan	1879	1136	32	17.4	14.6	15.86875	-3.290765	32	33.784461	5.972305	-0.0329076	32	0.3378446	0.0597231	-10.089571	31	29.580337	5.312785	1.0495521	17	0.5617518	0.1362448	-2.9544263	32	4.6997275	0.8308023	15.812411	32	15.068079	2.6636853	-23.239508	31	18.888503	3.3924753
pacific	marianas	saipan	marianas.saipan	1800	1127	23	17.4	12.5	15.36522	-50.308038	23	47.257391	9.853847	-0.5030804	23	0.4725739	0.0985385	-47.155204	23	36.709960	7.654556	1.5421262	8	0.6305356	0.2229280	-0.8146666	23	1.0867265	0.2265981	8.871897	23	9.435812	1.9675029	-55.212434	23	29.782467	6.2100737
pacific	middleHawaiianIslands	hawaii	middleHawaiianIslands.hawaii	1818	1064	21	14.3	13.7	14.07143	-18.872941	21	28.483093	6.215520	-0.1887294	21	0.2848309	0.0621552	-19.061123	21	22.776074	4.970147	1.2084105	21	0.6451226	0.1407773	-5.7729464	21	7.2448232	1.5809500	9.399808	21	5.576143	1.2168141	-22.687984	21	19.003771	4.1469628
pacific	middleHawaiianIslands	oahu	middleHawaiianIslands.oahu	1849	993	24	14.6	12.2	13.12500	-26.317597	24	37.402414	7.634736	-0.2631760	24	0.3740241	0.0763474	-23.561269	24	29.599674	6.042008	1.0863930	24	1.0448180	0.2132726	-4.6085134	24	5.3117772	1.0842620	12.310805	24	14.594271	2.9790430	-31.263560	24	24.603731	5.0222156
pacific	northwestHawaiianIslands	pearlHermes	northwestHawaiianIslands.pearlHermes	1870	1088	18	13.7	13.7	13.70000	-4.590498	18	8.488513	2.000762	-0.0459050	18	0.0848851	0.0200076	-7.711617	18	5.267356	1.241528	1.0012966	18	0.1901713	0.0448238	-0.7394912	18	1.8347163	0.4324468	5.115749	18	2.295003	0.5409374	-12.087875	18	5.082518	1.1979610
pacific	pacificRemoteIslandArea	jarvis	pacificRemoteIslandArea.jarvis	1210	1205	6	14.9	14.6	14.75000	-47.427541	6	33.963475	13.865531	-0.4742754	6	0.3396347	0.1386553	-47.319912	3	16.887102	9.749773	0.2872554	3	1.3118399	0.7573911	-2.0451382	6	0.5520917	0.2253905	6.393567	6	5.071751	2.0705338	-47.829699	3	14.509599	8.3771211
pacific	pacificRemoteIslandArea	palmyra	pacificRemoteIslandArea.palmyra	1207	1202	11	14.9	13.4	14.24545	-49.808010	11	59.341665	17.892185	-0.4980801	11	0.5934167	0.1789219	-40.143502	10	45.318649	14.331015	0.6662410	10	0.8372087	0.2647486	-0.3924558	11	1.0214884	0.3079903	11.670531	11	18.136079	5.4682336	-51.846544	10	30.592630	9.6742389
pacific	pacificRemoteIslandArea	wake	pacificRemoteIslandArea.wake	1099	1063	10	15.2	13.4	13.94000	-81.367707	10	49.240408	15.571184	-0.8136771	10	0.4924041	0.1557118	-58.140210	10	36.194231	11.445621	NaN	0	NA	NA	-0.7715009	10	1.0972455	0.3469795	9.666773	10	10.433012	3.2992082	-67.035482	10	29.317802	9.2711029
pacific	samoa	ofu	samoa.ofu	1214	1199	7	14.6	14.6	14.60000	6.382131	7	48.624755	18.378430	0.0638213	7	0.4862476	0.1837843	4.680463	7	29.713490	11.230643	-0.5377108	7	0.8564338	0.3237016	-5.9346301	7	6.8481269	2.5883487	25.146469	7	17.989797	6.7995043	-14.531377	7	11.833437	4.4726189
pacific	samoa	tau	samoa.tau	1215	1206	8	14.9	14.3	14.60000	41.568708	8	34.003000	12.021876	0.4156871	8	0.3400300	0.1202188	34.590746	7	24.903534	9.412651	0.0392026	7	1.5035917	0.5683042	-2.6640838	8	3.6276438	1.2825658	35.972513	8	25.555297	9.0351617	-2.695202	7	2.514619	0.9504369
pacific	samoa	tutuila	samoa.tutuila	1223	1216	19	15.8	13.7	14.60000	15.614836	19	51.926517	11.912760	0.1561484	19	0.5192652	0.1191276	3.532612	19	36.708065	8.421408	-0.5591948	19	1.3716151	0.3146701	-3.1631227	19	2.9894899	0.6858360	27.086085	19	24.543633	5.6306956	-20.390350	19	20.572391	4.7196301

2.2.3 Calculation of stats for bar alteration by loc3

location						duration			depth			deltaMass_mgcm2yr				deltaMass_kgm2y				deltaVolume				deltaDensity				macroboring				accretion				grazing
basin	loc1	loc2	loc1.2	loc3	latitude	longitude	maxDays	minDays	maxDepth	minDepth	meanDepth	meanDeltaMass_mgcm2y	countDeltaMass_mgcm2y	sdDeltaMass_mgcm2y	seDeltaMass_mgcm2y	meanDeltaMass_kgm2y	countDeltaMass_kgm2y	sdDeltaMass_kgm2y	seDeltaMass_kgm2y	meanDeltaVolume	countDeltaVolume	sdDeltaVolume	seDeltaVolume	meanDeltaDensity	countDeltaDensity	sdDeltaDensity	seDeltaDensity	meanMacroboring	countMacroboring	sdMacroboring	seMacroboring	meanAccretion	countAccretion	sdAccretion	seAccretion	meanGrazing	countGrazing	sdGrazing	seGrazing
atlantic	caribbean	puertoRico	caribbean.puertoRico	puertoRico-north	18.48227	-66.72124	1798	1798	16.0	16.0	16.00000	-7.0448502	4	23.336184	11.668092	-0.0704485	4	0.2333618	0.1166809	-8.440490	4	19.6315196	9.8157598	1.3317820	4	0.7229541	0.3614770	-3.9018501	4	3.0752150	1.5376075	15.578869	4	5.0675999	2.5337999	-20.117508	4	17.3952731	8.6976366
atlantic	caribbean	puertoRico	caribbean.puertoRico	puertoRico-south	17.91047	-66.23161	1620	1620	13.0	13.0	13.00000	4.7615226	4	26.450116	13.225058	0.0476152	4	0.2645012	0.1322506	-4.574800	4	3.5066158	1.7533079	0.7379584	4	0.4972624	0.2486312	-8.6998608	4	7.0490446	3.5245223	8.057423	4	5.1119806	2.5559903	-3.932362	4	3.3974148	1.6987074
atlantic	caribbean	puertoRico	caribbean.puertoRico	puertoRico-west	18.34435	-67.26923	1573	1573	15.0	15.0	15.00000	-14.7017112	5	17.557767	7.852072	-0.1470171	5	0.1755777	0.0785207	-17.622130	5	14.1681993	6.3362113	1.2201267	5	0.2629378	0.1175894	-7.2682058	5	7.2802438	3.2558240	4.169227	5	2.3514641	1.0516067	-14.523151	5	13.2708801	5.9349180
atlantic	caribbean	saintCroix	caribbean.saintCroix	saintCroix-east	17.82805	-64.46711	1095	1090	16.4	16.4	16.40000	-23.1059383	14	37.029053	9.896431	-0.2310594	14	0.3702905	0.0989643	-28.569328	14	28.8116321	7.7002326	1.0226113	14	0.8538956	0.2282132	-5.8291833	14	4.7386006	1.2664443	12.821039	14	9.8615959	2.6356224	-35.561184	14	20.3649193	5.4427536
atlantic	caribbean	saintCroix	caribbean.saintCroix	saintCroix-north	17.78532	-64.75953	1441	1090	16.5	16.5	16.50000	4.7993866	19	19.064954	4.373800	0.0479939	19	0.1906495	0.0437380	-5.603991	19	16.0466976	3.6813649	1.0503442	14	0.7944684	0.2123306	-2.9986200	19	2.0204178	0.4635156	13.819303	19	5.3413989	1.2254009	-16.424673	19	14.1819368	3.2535595
atlantic	caribbean	saintCroix	caribbean.saintCroix	saintCroix-south	17.70121	-64.64793	1094	1092	14.6	14.6	14.60000	1.0137713	11	16.027510	4.832476	0.0101377	11	0.1602751	0.0483248	-7.989080	11	12.5686879	3.7896020	0.8039674	11	0.9317554	0.2809348	-5.1056032	11	2.5064009	0.7557083	12.046737	11	8.9761409	2.7064083	-14.930214	11	6.4734580	1.9518210
atlantic	caribbean	saintCroix	caribbean.saintCroix	saintCroix-west	17.73380	-64.89639	1095	1091	17.0	17.0	17.00000	-21.2405598	15	27.643599	7.137547	-0.2124056	15	0.2764360	0.0713755	-28.983701	15	25.9172948	6.6918167	1.0445646	15	0.8046882	0.2077696	-2.0718884	15	2.5371390	0.6550865	7.888567	15	3.1714264	0.8188588	-34.800379	15	23.3805338	6.0368279
atlantic	florida	dryTortugas	florida.dryTortugas	dryTortugas-west	24.61123	-82.87045	1093	1043	15.2	15.2	15.20000	-16.8043263	18	29.778896	7.018953	-0.1680433	18	0.2977890	0.0701895	-22.812553	18	24.1595472	5.6944599	0.5576937	18	1.7098776	0.4030220	-6.6204479	18	6.8886331	1.6236664	8.462564	18	4.4918758	1.0587453	-24.654668	18	20.9016978	4.9265774
atlantic	florida	keys	florida.keys	keys-uko1	24.90250	-80.53104	1357	1100	15.0	14.0	14.55556	13.5919362	18	23.366318	5.507494	0.1359194	18	0.2336632	0.0550749	-8.769175	18	20.6437376	4.8657756	1.4816143	18	0.6639830	0.1565023	-2.3789067	18	2.1014302	0.4953118	23.819134	18	10.8629601	2.5604242	-30.209403	18	21.8323999	5.1459460
atlantic	florida	keys	florida.keys	keys-uko3	24.88266	-80.56088	1357	1100	15.0	13.0	14.25000	7.1069043	16	22.432061	5.608015	0.0710690	16	0.2243206	0.0560802	-2.500092	16	16.8261349	4.2065337	1.0182436	16	0.3860647	0.0965162	-2.7907501	16	2.1704453	0.5426113	18.229541	16	5.8673434	1.4668358	-17.938883	16	12.9937948	3.2484487
atlantic	flowerGardenBanks	flowerGardenBanks	flowerGardenBanks.flowerGardenBanks	flowerGardenBanks-east	27.90740	-93.59925	1463	1220	20.7	20.7	20.70000	-72.2736476	10	38.913584	12.305556	-0.7227365	10	0.3891358	0.1230556	-59.674049	10	25.8401142	8.1713616	1.6500681	10	2.1329018	0.6744828	-0.8068248	10	1.2321116	0.3896279	5.682598	10	4.6780504	1.4793294	-64.549822	10	22.0818156	6.9828832
pacific	marianas	guam	marianas.guam	guam-east	13.47516	144.86485	1142	1125	16.5	16.5	16.50000	27.1339330	2	48.665671	34.411826	0.2713393	2	0.4866567	0.3441183	12.893270	2	37.8316958	26.7510486	NaN	0	NA	NA	-0.8479535	2	0.7654830	0.5412782	26.863276	2	25.7597201	18.2148728	-13.122052	2	12.8374586	9.0774540
pacific	marianas	guam	marianas.guam	guam-east	13.47520	144.86490	1813	1813	16.5	16.5	16.50000	-70.4792586	4	20.288512	10.144256	-0.7047926	4	0.2028851	0.1014426	-71.217191	4	17.9327266	8.9663633	2.0399147	4	1.0573948	0.5286974	-0.3558910	4	0.4812906	0.2406453	3.596908	4	2.5358753	1.2679376	-74.458207	4	18.2262741	9.1131370
pacific	marianas	guam	marianas.guam	guam-north	13.60334	144.92366	1805	1805	15.5	15.5	15.50000	-71.0492469	4	15.042432	7.521216	-0.7104925	4	0.1504243	0.0752122	-67.799431	4	15.4695544	7.7347772	1.4662845	4	0.7883273	0.3941636	-0.5875123	4	0.7003160	0.3501580	9.635808	4	14.8031493	7.4015746	-76.847727	4	8.1697841	4.0848920
pacific	marianas	guam	marianas.guam	guam-south	13.24126	144.70442	1105	1085	13.7	13.7	13.70000	28.0157487	3	106.738213	61.625336	0.2801575	3	1.0673821	0.6162534	34.867430	3	17.6320954	10.1798950	NaN	0	NA	NA	-3.3532452	3	3.5075926	2.0251095	44.562138	3	9.8460942	5.6846451	-6.341463	3	4.5180293	2.6084854
pacific	marianas	guam	marianas.guam	guam-south	13.24210	144.70448	1808	1808	13.7	13.7	13.70000	0.3694414	5	25.021571	11.189987	0.0036944	5	0.2502157	0.1118999	-9.932827	5	21.4831074	9.6075377	1.0923006	5	0.2348366	0.1050221	-2.7723494	5	3.1785080	1.4214720	12.459992	5	12.8100524	5.7288296	-19.620470	5	14.1824826	6.3425991
pacific	marianas	guam	marianas.guam	guam-west	13.52894	144.80037	1158	1158	14.3	14.3	14.30000	17.0574986	1	NA	NA	0.1705750	1	NA	NA	16.082366	1	NA	NA	NaN	0	NA	NA	-1.6645925	1	NA	NA	29.682321	1	NA	NA	-11.935362	1	NA	NA
pacific	marianas	guam	marianas.guam	guam-west	13.52896	144.80035	1804	1804	14.3	14.3	14.30000	8.0206255	2	11.834076	8.367956	0.0802063	2	0.1183408	0.0836796	-2.046253	2	11.5944417	8.1985084	NaN	0	NA	NA	-0.0770976	2	0.0046560	0.0032923	7.380390	2	6.1415355	4.3427214	-9.349546	2	5.4482502	3.8524947
pacific	marianas	maug	marianas.maug	maug-east	20.02033	145.23972	1135	1134	14.9	14.9	14.90000	40.1918176	2	6.430005	4.546700	0.4019182	2	0.0643001	0.0454670	23.985064	2	8.2986587	5.8680378	NaN	0	NA	NA	-0.3014926	2	0.0605871	0.0428416	34.532106	2	7.3140408	5.1718079	-10.245550	2	0.9240307	0.6533884
pacific	marianas	maug	marianas.maug	maug-east	20.02039	145.23978	1836	1836	14.9	14.9	14.90000	-23.2103796	3	24.998222	14.432730	-0.2321038	3	0.2499822	0.1443273	-26.989315	3	24.2526266	14.0022605	0.8849818	3	0.2518664	0.1454151	-0.4880338	3	0.1182241	0.0682567	10.176120	3	4.6235118	2.6693858	-36.677401	3	19.6886238	11.3672322
pacific	marianas	maug	marianas.maug	maug-north	20.03567	145.22470	1840	1840	13.7	13.7	13.70000	-1.0216033	5	52.665434	23.552698	-0.0102160	5	0.5266543	0.2355270	-21.938935	5	44.1228205	19.7323252	1.0480390	5	0.3553928	0.1589365	-1.2319872	5	1.1316483	0.5060885	19.101420	5	22.3361292	9.9890206	-39.808368	5	23.7981686	10.6428646
pacific	marianas	maug	marianas.maug	maug-north	20.03570	145.22467	1142	1134	13.7	13.7	13.70000	27.0876889	4	21.533794	10.766897	0.2708769	4	0.2153379	0.1076690	19.047394	4	16.1969676	8.0984838	NaN	0	NA	NA	-0.2972134	4	0.2504679	0.1252340	23.739410	4	15.0566542	7.5283271	-4.394802	4	2.8860401	1.4430201
pacific	marianas	maug	marianas.maug	maug-south	20.01398	145.22746	1834	1834	10.4	10.4	10.40000	-48.8662933	15	24.765080	6.394316	-0.4886629	15	0.2476508	0.0639432	-51.285991	15	20.6364180	5.3283002	1.0808220	15	0.3702678	0.0956027	-1.0204346	15	0.4367199	0.1127606	3.720129	15	3.6479024	0.9418843	-53.985685	15	18.6041521	4.8035714
pacific	marianas	maug	marianas.maug	maug-west	20.01312	145.20806	1143	1133	16.2	16.2	16.20000	7.1491879	5	10.676648	4.774742	0.0714919	5	0.1067665	0.0477474	6.486435	5	6.3260361	2.8290893	NaN	0	NA	NA	-1.2426009	5	0.9253216	0.4138164	13.516318	5	4.2616024	1.9058465	-5.787282	5	2.4513521	1.0962780
pacific	marianas	maug	marianas.maug	maug-west	20.01315	145.20806	1834	1834	16.2	16.2	16.20000	-56.3142304	3	55.429322	32.002134	-0.5631423	3	0.5542932	0.3200213	-56.797406	3	46.1443841	26.6414726	0.9549677	3	0.8307500	0.4796337	-0.6214252	3	0.8545637	0.4933826	4.810025	3	4.7746511	2.7566461	-60.986007	3	42.4838034	24.5280354
pacific	marianas	pagan	marianas.pagan	pagan-east	18.09609	145.76488	1845	1845	15.5	15.5	15.50000	-0.6742773	4	22.826693	11.413347	-0.0067428	4	0.2282669	0.1141335	-12.020022	4	20.2290726	10.1145363	1.0598820	4	0.3309195	0.1654598	-0.6596574	4	0.5849699	0.2924849	8.464982	4	4.0645605	2.0322802	-19.825346	4	15.8315274	7.9157637
pacific	marianas	pagan	marianas.pagan	pagan-north	18.16784	145.79495	1136	1136	14.6	14.6	14.60000	27.6969722	4	38.271617	19.135808	0.2769697	4	0.3827162	0.1913581	20.235398	4	26.6815175	13.3407587	NaN	0	NA	NA	-4.7043148	4	5.2354423	2.6177211	32.250587	4	25.5429298	12.7714649	-7.310874	4	2.5750427	1.2875213
pacific	marianas	pagan	marianas.pagan	pagan-north	18.16788	145.79494	1877	1877	14.6	14.6	14.60000	-47.8150972	3	40.277861	23.254434	-0.4781510	3	0.4027786	0.2325443	-46.185962	3	41.9931187	24.2447384	1.4264276	3	1.2872278	0.7431813	-1.1627069	3	1.0511933	0.6069067	9.748244	3	13.8317494	7.9857642	-54.771499	3	30.0582976	17.3541662
pacific	marianas	pagan	marianas.pagan	pagan-south	18.04561	145.70621	1874	1874	15.5	15.5	15.50000	-19.5635650	5	27.086639	12.113513	-0.1956357	5	0.2708664	0.1211351	-24.755307	5	19.1911314	8.5825349	1.0005038	5	0.4276031	0.1912299	-5.7245486	5	9.5722556	4.2808429	9.691950	5	1.4966702	0.6693313	-28.722709	5	17.9613820	8.0325742
pacific	marianas	pagan	marianas.pagan	pagan-south	18.04564	145.70623	1139	1139	15.5	15.5	15.50000	35.3418167	5	7.251957	3.243174	0.3534182	5	0.0725196	0.0324317	22.943035	5	4.4421486	1.9865892	NaN	0	NA	NA	-3.3797692	5	4.2839266	1.9158302	35.715639	5	6.6532130	2.9754073	-9.392835	5	2.9928915	1.3384618
pacific	marianas	pagan	marianas.pagan	pagan-west	18.12009	145.75469	1879	1879	17.4	17.4	17.40000	-27.1090363	5	12.787780	5.718869	-0.2710904	5	0.1278778	0.0571887	-33.703451	5	10.7456796	4.8056140	0.8642111	5	0.1273889	0.0569700	-2.1570720	5	2.1060660	0.9418613	3.892322	5	1.6536809	0.7395486	-35.438701	5	11.0350484	4.9350237
pacific	marianas	pagan	marianas.pagan	pagan-west	18.12014	145.75466	1150	1150	17.4	17.4	17.40000	-0.1748297	5	14.243106	6.369711	-0.0017483	5	0.1424311	0.0636971	-5.900341	5	9.1720227	4.1018532	NaN	0	NA	NA	-0.9022749	5	0.5481035	0.2451193	10.960762	5	3.0955328	1.3843644	-15.958828	5	6.0963724	2.7263806
pacific	marianas	saipan	marianas.saipan	saipan-east	15.25866	145.81569	1133	1130	16.5	16.5	16.50000	3.2893777	3	38.178292	22.042247	0.0328938	3	0.3817829	0.2204225	1.313373	3	19.8598991	11.4661181	NaN	0	NA	NA	-0.8143793	3	0.8213415	0.4742017	18.219868	3	12.6329713	7.2936494	-16.092116	3	8.4039434	4.8520190
pacific	marianas	saipan	marianas.saipan	saipan-east	15.25867	145.81567	1800	1800	16.5	16.5	16.50000	-17.3979954	5	40.021012	17.897941	-0.1739800	5	0.4002101	0.1789794	-28.005585	5	30.6591736	13.7111993	1.3784700	5	0.5469814	0.2446175	-1.1953159	5	1.0848985	0.4851814	10.489479	5	7.5518370	3.3772842	-37.299748	5	26.2912048	11.7577842
pacific	marianas	saipan	marianas.saipan	saipan-northwest	15.25719	145.76675	1770	1770	14.0	14.0	14.00000	-76.7513889	3	20.025048	11.561467	-0.7675139	3	0.2002505	0.1156147	-73.502268	3	16.3153717	9.4196842	1.8148867	3	0.7839515	0.4526146	-0.4822390	3	0.6507379	0.3757037	4.349443	3	4.0976818	2.3657977	-77.369472	3	17.2335576	9.9497991
pacific	marianas	saipan	marianas.saipan	saipan-south	15.09785	145.74337	1147	1138	17.4	17.4	17.40000	-68.1716151	4	46.084035	23.042017	-0.6817162	4	0.4608403	0.2304202	-46.865537	4	22.2996763	11.1498381	NaN	0	NA	NA	-0.1630069	4	0.2568698	0.1284349	5.234505	4	1.8899657	0.9449828	-51.937035	4	20.9362380	10.4681190
pacific	marianas	saipan	marianas.saipan	saipan-south	15.09788	145.74338	1767	1767	17.4	17.4	17.40000	-87.1380695	2	5.488940	3.881267	-0.8713807	2	0.0548894	0.0388127	-85.597396	2	0.0118054	0.0083477	NaN	0	NA	NA	-0.0161783	2	0.0117009	0.0082738	1.410464	2	0.0432517	0.0305836	-86.991681	2	0.0433561	0.0306574
pacific	marianas	saipan	marianas.saipan	saipan-west	15.15639	145.68976	1800	1800	12.5	12.5	12.50000	-76.4805961	2	20.485612	14.485515	-0.7648060	2	0.2048561	0.1448552	-75.650826	2	16.7347413	11.8332490	NaN	0	NA	NA	-0.2685015	2	0.1335809	0.0944560	3.633491	2	3.5876606	2.5368591	-79.015815	2	13.2806616	9.3908459
pacific	marianas	saipan	marianas.saipan	saipan-west	15.15645	145.68970	1127	1127	12.5	12.5	12.50000	-62.4462668	4	58.043103	29.021551	-0.6244627	4	0.5804310	0.2902155	-54.504123	4	48.4252508	24.2126254	NaN	0	NA	NA	-1.9123777	4	1.7715432	0.8857716	13.218091	4	15.5239818	7.7619909	-65.809835	4	32.7052022	16.3526011
pacific	middleHawaiianIslands	hawaii	middleHawaiianIslands.hawaii	hawaii-north	20.24916	-155.89093	1064	1064	13.7	13.7	13.70000	-19.9394972	3	14.657149	8.462309	-0.1993950	3	0.1465715	0.0846231	-19.149841	3	10.5593086	6.0964197	1.4637735	3	0.1149613	0.0663729	-8.3216150	3	10.3770602	5.9911985	9.007350	3	1.5247407	0.8803095	-19.835576	3	0.8996813	0.5194312
pacific	middleHawaiianIslands	hawaii	middleHawaiianIslands.hawaii	hawaii-north	20.26822	-155.86041	1818	1818	14.0	14.0	14.00000	-3.6643885	5	12.880188	5.760195	-0.0366439	5	0.1288019	0.0576020	-2.823530	5	5.4385723	2.4322035	0.4287411	5	0.4765314	0.2131113	-4.1701288	5	3.7974094	1.6982531	9.210758	5	3.1597692	1.4130918	-7.864160	5	2.8748459	1.2856702
pacific	middleHawaiianIslands	hawaii	middleHawaiianIslands.hawaii	hawaii-north	20.26824	-155.86038	1064	1064	14.0	14.0	14.00000	-9.1913221	5	21.868581	9.779927	-0.0919132	5	0.2186858	0.0977993	-11.734307	5	12.7394455	5.6972532	1.6174486	5	0.4010625	0.1793606	-8.5244223	5	8.5508586	3.8240602	11.147431	5	5.3512919	2.3931705	-14.357316	5	6.7243351	3.0072141
pacific	middleHawaiianIslands	hawaii	middleHawaiianIslands.hawaii	hawaii-west	19.24430	-155.90028	1762	1762	14.3	14.3	14.30000	-23.2423383	4	30.062748	15.031374	-0.2324234	4	0.3006275	0.1503137	-28.371310	4	25.4589141	12.7294570	1.0177296	4	0.2579861	0.1289930	-7.0323804	4	10.2607852	5.1303926	10.254211	4	7.1558914	3.5779457	-31.593141	4	15.8588453	7.9294227
pacific	middleHawaiianIslands	hawaii	middleHawaiianIslands.hawaii	hawaii-west	19.24436	-155.90028	1064	1064	14.3	14.3	14.30000	-44.8163426	4	45.133270	22.566635	-0.4481634	4	0.4513327	0.2256664	-39.139907	4	36.0275696	18.0137848	1.6708584	4	0.7007958	0.3503979	-1.1661879	4	1.5234188	0.7617094	6.891530	4	9.4006726	4.7003363	-44.865249	4	28.8567924	14.4283962
pacific	middleHawaiianIslands	oahu	middleHawaiianIslands.oahu	oahu-east	21.47969	-157.78298	1768	1768	12.5	12.5	12.50000	21.2770433	3	41.419759	23.913709	0.2127704	3	0.4141976	0.2391371	14.440417	3	37.2820492	21.5248011	0.9031061	3	0.1483323	0.0856397	-1.4485503	3	1.6290696	0.9405438	39.676679	3	27.7382656	16.0146951	-23.787712	3	15.7711842	9.1054974
pacific	middleHawaiianIslands	oahu	middleHawaiianIslands.oahu	oahu-east	21.47971	-157.78301	1076	1076	12.5	12.5	12.50000	-37.4650790	5	47.785113	21.370152	-0.3746508	5	0.4778511	0.2137015	-39.518218	5	39.7820096	17.7910555	2.5368993	5	1.3169249	0.5889467	-0.3193481	5	0.0867816	0.0388099	13.268635	5	4.3529306	1.9466898	-52.467505	5	37.1426097	16.6106800
pacific	middleHawaiianIslands	oahu	middleHawaiianIslands.oahu	oahu-north	21.59095	-158.17467	1078	1075	14.0	14.0	14.00000	-42.1416213	3	17.484566	10.094719	-0.4214162	3	0.1748457	0.1009472	-30.328393	3	6.5620915	3.7886253	0.5555898	3	0.9380116	0.5415613	-7.1203288	3	6.4714257	3.7362794	4.405108	3	1.2630572	0.7292264	-27.613172	3	2.4661376	1.4238252
pacific	middleHawaiianIslands	oahu	middleHawaiianIslands.oahu	oahu-south	21.28838	-157.86536	993	993	12.2	12.2	12.20000	-18.5665212	3	25.540074	14.745569	-0.1856652	3	0.2554007	0.1474557	-20.812689	3	17.6497084	10.1900639	1.3014004	3	0.5263132	0.3038671	-6.7275714	3	6.2047183	3.5822958	5.557100	3	4.5514666	2.6277905	-19.642218	3	13.4680543	7.7757848
pacific	middleHawaiianIslands	oahu	middleHawaiianIslands.oahu	oahu-south	21.28842	-157.86533	1849	1849	12.2	12.2	12.20000	-30.8295700	4	50.954529	25.477265	-0.3082957	4	0.5095453	0.2547726	-22.970908	4	36.0605533	18.0302766	0.5526824	4	0.1654994	0.0827497	-4.0761572	4	3.4150575	1.7075287	7.713535	4	4.5172000	2.2586000	-26.608286	4	31.7545910	15.8772955
pacific	middleHawaiianIslands	oahu	middleHawaiianIslands.oahu	oahu-west	21.53408	-158.23439	1769	1769	14.6	14.6	14.60000	-37.4310698	5	13.618009	6.090159	-0.3743107	5	0.1361801	0.0609016	-29.189256	5	11.0937668	4.9612833	0.3488748	5	0.2562313	0.1145901	-8.7885138	5	7.1064913	3.1781195	8.904423	5	10.0518893	4.4953416	-29.305165	5	19.0575171	8.5227807
pacific	middleHawaiianIslands	oahu	middleHawaiianIslands.oahu	oahu-west	21.53412	-158.23441	1078	1078	14.6	14.6	14.60000	-15.5299938	1	NA	NA	-0.1552999	1	NA	NA	-19.947450	1	NA	NA	1.1535422	1	NA	NA	-2.8710314	1	NA	NA	4.823228	1	NA	NA	-21.899647	1	NA	NA
pacific	northwestHawaiianIslands	pearlHermes	northwestHawaiianIslands.pearlHermes	pearlHermes-south	27.78237	-175.88195	1090	1090	13.7	13.7	13.70000	-8.2983085	4	11.481411	5.740705	-0.0829831	4	0.1148141	0.0574071	-11.853661	4	7.5676401	3.7838200	1.1506151	4	0.2369511	0.1184756	-2.1495311	4	3.4169265	1.7084632	6.120077	4	1.2611709	0.6305855	-15.824207	4	5.8163332	2.9081666
pacific	northwestHawaiianIslands	pearlHermes	northwestHawaiianIslands.pearlHermes	pearlHermes-south	27.78240	-175.88199	1816	1816	13.7	13.7	13.70000	-4.7033613	5	4.243565	1.897780	-0.0470336	5	0.0424357	0.0189778	-6.756524	5	2.6893022	1.2026925	0.8066457	5	0.0789597	0.0353119	-0.0738639	5	0.0549546	0.0245764	6.333912	5	3.4622836	1.5483803	-13.016571	5	1.2250382	0.5478537
pacific	northwestHawaiianIslands	pearlHermes	northwestHawaiianIslands.pearlHermes	pearlHermes-west	27.79304	-175.99746	1870	1870	13.7	13.7	13.70000	-4.4468516	5	10.133637	4.531900	-0.0444685	5	0.1013364	0.0453190	-6.065078	5	4.9786774	2.2265322	0.9483903	5	0.0732998	0.0327807	-0.8240964	5	1.5899237	0.7110355	4.164808	5	1.0366611	0.4636089	-9.405790	5	4.7531292	2.1256640
pacific	northwestHawaiianIslands	pearlHermes	northwestHawaiianIslands.pearlHermes	pearlHermes-west	27.79316	-175.99722	1088	1088	13.7	13.7	13.70000	-0.9211665	4	8.900487	4.450243	-0.0092117	4	0.0890049	0.0445024	-6.821612	4	5.2239452	2.6119726	1.1614246	4	0.0397972	0.0198986	-0.0557290	4	0.0215402	0.0107701	3.777394	4	1.7681608	0.8840804	-10.543277	4	6.7235568	3.3617784
pacific	pacificRemoteIslandArea	jarvis	pacificRemoteIslandArea.jarvis	jarvis-west	-0.36896	-160.00813	1205	1205	14.9	14.9	14.90000	-66.7938220	3	28.457352	16.429860	-0.6679382	3	0.2845735	0.1642986	-47.319912	3	16.8871021	9.7497729	0.2872554	3	1.3118399	0.7573911	-2.2936822	3	0.6076557	0.3508302	2.803470	3	1.8083314	1.0440406	-47.829699	3	14.5095993	8.3771211
pacific	pacificRemoteIslandArea	palmyra	pacificRemoteIslandArea.palmyra	palmyra-east	5.86379	-162.03062	1207	1207	13.4	13.4	13.40000	-9.0388992	3	77.633852	44.821925	-0.0903890	3	0.7763385	0.4482193	-7.487012	3	53.7527044	31.0341384	0.2960183	3	0.4422245	0.2553184	-0.0666912	3	0.0581998	0.0336017	21.967692	3	34.4415782	19.8848544	-29.388013	3	22.8078959	13.1681448
pacific	pacificRemoteIslandArea	palmyra	pacificRemoteIslandArea.palmyra	palmyra-north	5.89733	-162.07817	1207	1207	14.6	14.6	14.60000	-95.9407061	4	36.756415	18.378207	-0.9594071	4	0.3675641	0.1837821	-72.709002	4	28.1392177	14.0696088	0.8925878	4	1.2389858	0.6194929	-0.9152019	4	1.6995474	0.8497737	4.257428	4	3.1536812	1.5768406	-76.051228	4	26.9686304	13.4843152
pacific	pacificRemoteIslandArea	palmyra	pacificRemoteIslandArea.palmyra	palmyra-west	5.88322	-162.13322	1202	1202	14.9	14.9	14.90000	-32.5481951	3	47.985185	27.704259	-0.3254820	3	0.4798518	0.2770426	-29.379325	3	35.6432148	20.5786197	0.7346679	3	0.5838281	0.3370733	-0.1452310	3	0.1205199	0.0695822	12.798068	3	12.7241313	7.3462806	-42.032162	3	22.9703007	13.2619093
pacific	pacificRemoteIslandArea	wake	pacificRemoteIslandArea.wake	wake-north	19.31602	166.62721	1099	1096	13.4	13.4	13.40000	-75.3360141	4	49.821191	24.910595	-0.7533601	4	0.4982119	0.2491060	-54.744915	4	37.4626640	18.7313320	NaN	0	NA	NA	-0.4440983	4	0.4250010	0.2125005	8.126178	4	4.8730313	2.4365156	-62.426994	4	33.3083823	16.6541912
pacific	pacificRemoteIslandArea	wake	pacificRemoteIslandArea.wake	wake-south	19.28065	166.62778	1087	1064	15.2	15.2	15.20000	-120.3602757	3	20.385800	11.769747	-1.2036028	3	0.2038580	0.1176975	-83.121574	3	18.8629517	10.8905302	NaN	0	NA	NA	-1.4367789	3	1.8853799	1.0885246	3.094134	3	2.2464810	1.2970064	-84.778930	3	18.1023519	10.4513978
pacific	pacificRemoteIslandArea	wake	pacificRemoteIslandArea.wake	wake-west	19.31625	166.59824	1070	1063	13.4	13.4	13.40000	-50.4173946	3	54.604913	31.526161	-0.5041739	3	0.5460491	0.3152616	-37.685907	3	42.9812322	24.8152260	NaN	0	NA	NA	-0.5427595	3	0.7971244	0.4602200	18.293537	3	16.3698109	9.4511147	-55.436685	3	34.0516331	19.6597195
pacific	samoa	ofu	samoa.ofu	ofu-north	-14.15785	-169.67442	1214	1214	14.6	14.6	14.60000	-26.1322762	4	17.611991	8.805995	-0.2613228	4	0.1761199	0.0880600	-13.993649	4	16.6525713	8.3262856	-0.0520849	4	0.5919688	0.2959844	-9.9101694	4	6.6653955	3.3326977	17.181933	4	10.1432175	5.0716087	-21.265413	4	11.4082709	5.7041354
pacific	samoa	ofu	samoa.ofu	ofu-south	-14.17330	-169.64190	1199	1199	14.6	14.6	14.60000	49.7346747	3	41.161744	23.764744	0.4973467	3	0.4116174	0.2376474	29.579278	3	24.6036755	14.2049387	-1.1852120	3	0.7577890	0.4375097	-0.6339109	3	0.5413146	0.3125281	35.765851	3	22.8154896	13.1725290	-5.552662	3	3.6396830	2.1013720
pacific	samoa	tau	samoa.tau	tau-north	-14.21240	-169.44067	1215	1215	14.9	14.9	14.90000	31.2382087	3	36.305865	20.961201	0.3123821	3	0.3630586	0.2096120	22.361958	3	28.3734291	16.3814069	0.9752571	3	0.6331419	0.3655446	-0.8757096	3	0.9441878	0.5451271	26.636534	3	26.7787332	15.4607088	-3.398866	3	3.6330196	2.0975248
pacific	samoa	tau	samoa.tau	tau-west	-14.25755	-169.50068	1206	1206	14.3	14.3	14.30000	58.9868323	4	28.444417	14.222209	0.5898683	4	0.2844442	0.1422221	43.762337	4	21.0230915	10.5115458	-0.6628383	4	1.6495404	0.8247702	-3.9333817	4	4.9737108	2.4868554	49.863172	4	21.1720458	10.5860229	-2.167453	4	1.7265284	0.8632642
pacific	samoa	tutuila	samoa.tutuila	tutuila-east	-14.28521	-170.56401	1223	1223	15.8	15.8	15.80000	-22.3812449	5	25.337233	11.331155	-0.2238124	5	0.2533723	0.1133115	-22.628714	5	20.0095004	8.9485206	-1.4184164	5	0.6483234	0.2899390	-1.2343894	5	0.9030901	0.4038742	12.238805	5	7.1816799	3.2117449	-33.633129	5	16.9581919	7.5839340
pacific	samoa	tutuila	samoa.tutuila	tutuila-north	-14.24479	-170.65237	1218	1218	14.6	14.6	14.60000	25.4926878	4	28.387526	14.193763	0.2549269	4	0.2838753	0.1419376	17.105454	4	30.8430826	15.4215413	-1.5647625	4	0.8201907	0.4100954	-3.0799939	4	1.7517099	0.8758549	35.319108	4	24.3358432	12.1679216	-15.133661	4	12.3491657	6.1745829
pacific	samoa	tutuila	samoa.tutuila	tutuila-south	-14.36351	-170.76300	1216	1216	14.3	14.3	14.30000	42.5373081	5	44.276466	19.801037	0.4253731	5	0.4427647	0.1980104	19.545946	5	32.5559928	14.5594826	0.6347027	5	1.4656404	0.6554543	-5.2738322	5	5.0392727	2.2536313	33.954721	5	31.0792592	13.8990673	-9.134943	5	7.0316185	3.1446354
pacific	samoa	tutuila	samoa.tutuila	tutuila-west	-14.29464	-170.81200	1218	1218	13.7	13.7	13.70000	18.7861624	5	78.141340	34.945870	0.1878616	5	0.7814134	0.3494587	2.822332	5	50.2893595	22.4900853	-0.0894167	5	1.1838154	0.5294184	-3.0476496	5	1.2095685	0.5409355	28.478310	5	29.0577434	12.9950179	-22.608328	5	32.2761994	14.4343552

2.3 Parrot fish community

2.3.1 Summary

There are a total of 932 parrot surveys included in this study. Sites are divided at three levels across 2 basins. The highest level (loc1) includes 8 large regions including:
florida, flowerGardenBanks, caribbean, marianas, middleHawaiianIslands, northwestHawaiianIslands, pacificRemoteIslandArea, samoa

2.3.2 Unify parrot tables and calculate stats at loc3 level

Parrot community & functional-group summary at loc3 (Mean, SD, N).

					Community									Scrapers									Excavators
					Density			Biomass			Bioerosion			Density			Biomass			Bioerosion			Density			Biomass			Bioerosion
Basin	Loc1	Loc2	Loc1.2	Loc3	Mean	SD	N	Mean	SD	N	Mean	SD	N	Mean	SD	N	Mean	SD	N	Mean	SD	N	Mean	SD	N	Mean	SD	N	Mean	SD	N
atlantic	caribbean	puertoRico	caribbean.puertoRico	puertoRico-east	344.1	810.3	11	15.6	25.2	11	0.23	0.35	11	228.6	567.4	11	5.2	14.4	11	0.02	0.06	11	115.6	257.8	11	10.4	12.9	11	0.21	0.30	11
atlantic	caribbean	puertoRico	caribbean.puertoRico	puertoRico-north	10.9	27.1	13	0.0	0.1	13	0.00	0.00	13	4.3	15.7	13	0.0	0.0	13	0.00	0.00	13	6.5	23.5	13	0.0	0.1	13	0.00	0.00	13
atlantic	caribbean	puertoRico	caribbean.puertoRico	puertoRico-northeast	234.8	249.4	16	7.1	9.6	16	0.14	0.21	16	111.2	209.2	16	1.9	3.1	16	0.01	0.02	16	123.6	117.1	16	5.2	7.0	16	0.13	0.19	16
atlantic	caribbean	puertoRico	caribbean.puertoRico	puertoRico-south	204.3	232.9	30	14.0	19.7	30	0.25	0.49	30	120.5	203.4	30	4.8	8.9	30	0.02	0.03	30	83.8	125.3	30	9.1	16.4	30	0.23	0.49	30
atlantic	caribbean	puertoRico	caribbean.puertoRico	puertoRico-west	159.5	156.9	17	21.6	31.2	17	0.23	0.32	17	114.7	142.8	17	16.6	30.7	17	0.12	0.26	17	44.9	44.7	17	5.0	9.1	17	0.11	0.21	17
atlantic	caribbean	saintCroix	caribbean.saintCroix	saintCroix-east	632.1	531.6	32	43.6	33.3	32	0.43	0.43	32	540.3	503.5	32	28.9	23.7	32	0.10	0.08	32	91.8	134.2	32	14.7	16.7	32	0.33	0.39	32
atlantic	caribbean	saintCroix	caribbean.saintCroix	saintCroix-north	191.6	225.0	37	11.1	14.9	37	0.12	0.19	37	158.0	186.7	37	6.5	8.3	37	0.02	0.04	37	33.6	54.4	37	4.6	8.9	37	0.09	0.17	37
atlantic	caribbean	saintCroix	caribbean.saintCroix	saintCroix-south	93.2	124.4	20	5.5	8.2	20	0.06	0.08	20	72.0	123.8	20	3.2	6.0	20	0.01	0.02	20	21.2	28.8	20	2.3	3.5	20	0.05	0.08	20
atlantic	caribbean	saintCroix	caribbean.saintCroix	saintCroix-west	538.5	494.0	16	25.5	26.3	16	0.24	0.43	16	467.9	470.5	16	18.3	13.8	16	0.06	0.05	16	70.6	83.8	16	7.1	15.3	16	0.18	0.40	16
atlantic	caribbean	saintJohn	caribbean.saintJohn	saintJohn-north	406.3	357.2	13	26.0	25.8	13	0.56	0.62	13	143.4	162.5	13	3.7	5.4	13	0.01	0.02	13	262.9	240.9	13	22.4	24.5	13	0.55	0.62	13
atlantic	caribbean	saintJohn	caribbean.saintJohn	saintJohn-south	282.5	292.7	13	15.1	16.8	13	0.19	0.25	13	134.7	210.5	13	7.0	8.1	13	0.03	0.03	13	147.8	150.9	13	8.1	12.4	13	0.17	0.23	13
atlantic	caribbean	saintJohn	caribbean.saintJohn	saintJohn-west	291.0	267.7	10	10.8	13.8	10	0.10	0.12	10	214.7	230.7	10	7.8	13.1	10	0.03	0.04	10	76.3	92.3	10	3.0	4.4	10	0.07	0.11	10
atlantic	caribbean	saintThomas	caribbean.saintThomas	saintThomas-north	452.0	648.2	14	29.2	48.3	14	0.50	1.08	14	288.5	510.7	14	13.3	24.5	14	0.05	0.09	14	163.4	227.4	14	15.9	33.5	14	0.45	1.03	14
atlantic	caribbean	saintThomas	caribbean.saintThomas	saintThomas-south	494.4	578.2	12	15.4	15.2	12	0.26	0.29	12	247.2	488.0	12	3.1	4.1	12	0.01	0.02	12	247.2	294.6	12	12.4	15.1	12	0.25	0.29	12
atlantic	caribbean	saintThomas	caribbean.saintThomas	saintThomas-west	70.6	107.4	12	6.1	9.4	12	0.10	0.21	12	37.7	70.6	12	2.7	6.2	12	0.01	0.02	12	33.0	77.0	12	3.4	6.8	12	0.09	0.21	12
atlantic	florida	dryTortugas	florida.dryTortugas	dryTortugas-west	154.7	127.6	20	35.6	64.4	20	0.34	0.28	20	16.2	25.6	20	0.9	2.8	20	0.01	0.02	20	138.4	115.0	20	34.8	64.1	20	0.33	0.28	20
atlantic	florida	keys	florida.keys	keys-uko	162.4	136.4	16	33.7	37.2	16	0.36	0.43	16	53.8	47.9	16	3.8	5.1	16	0.02	0.03	16	108.6	105.7	16	29.9	36.5	16	0.34	0.42	16
atlantic	flowerGardenBanks	flowerGardenBanks	flowerGardenBanks.flowerGardenBanks	flowerGardenBanks-east	441.0	198.7	41	97.8	54.2	41	1.28	0.86	41	317.6	177.2	41	49.8	32.6	41	0.37	0.31	41	123.3	63.4	41	48.1	37.4	41	0.91	0.71	41
pacific	marianas	guam	marianas.guam	guam-east	138.6	118.1	10	17.5	15.0	10	0.05	0.03	10	138.6	118.1	10	17.5	15.0	10	0.05	0.03	10	0.0	0.0	10	0.0	0.0	10	0.00	0.00	10
pacific	marianas	guam	marianas.guam	guam-north	171.8	246.0	14	41.1	63.3	14	0.32	0.79	14	151.6	211.3	14	32.8	45.0	14	0.05	0.08	14	20.2	61.2	14	8.3	22.1	14	0.27	0.72	14
pacific	marianas	guam	marianas.guam	guam-south	145.1	129.0	31	39.4	54.1	31	0.40	1.42	31	137.8	123.9	31	29.0	40.3	31	0.06	0.08	31	7.3	24.2	31	10.3	33.7	31	0.34	1.39	31
pacific	marianas	guam	marianas.guam	guam-west	201.6	159.3	16	32.9	32.9	16	0.20	0.34	16	191.0	159.2	16	30.1	30.8	16	0.10	0.08	16	10.6	30.8	16	2.8	8.3	16	0.11	0.32	16
pacific	marianas	maug	marianas.maug	maug-east	180.1	68.5	11	108.7	70.4	11	1.48	2.93	11	159.5	52.6	11	79.9	27.5	11	0.16	0.06	11	20.6	38.2	11	28.8	58.6	11	1.32	2.92	11
pacific	marianas	maug	marianas.maug	maug-north	166.9	123.3	10	94.2	77.7	10	0.40	0.76	10	150.0	115.5	10	65.2	44.6	10	0.13	0.09	10	17.0	27.3	10	28.9	51.0	10	0.26	0.73	10
pacific	marianas	maug	marianas.maug	maug-south	177.5	164.1	11	74.0	74.8	11	1.43	3.03	11	136.3	161.5	11	41.9	44.3	11	0.07	0.07	11	41.2	80.4	11	32.1	60.8	11	1.36	3.03	11
pacific	marianas	maug	marianas.maug	maug-west	175.4	87.3	10	116.0	85.7	10	2.26	2.75	10	113.2	69.3	10	48.2	29.5	10	0.10	0.05	10	62.2	72.8	10	67.8	82.5	10	2.16	2.76	10
pacific	marianas	pagan	marianas.pagan	pagan-east	136.3	108.7	11	133.1	117.3	11	0.20	0.17	11	74.6	79.3	11	21.8	23.2	11	0.03	0.04	11	61.7	64.3	11	111.3	123.5	11	0.17	0.18	11
pacific	marianas	pagan	marianas.pagan	pagan-north	188.0	113.5	14	120.5	98.1	14	0.21	0.17	14	167.7	100.2	14	91.4	67.4	14	0.16	0.13	14	20.2	28.1	14	29.1	44.1	14	0.05	0.07	14
pacific	marianas	pagan	marianas.pagan	pagan-south	235.8	243.5	12	139.7	162.8	12	3.41	6.17	12	117.9	85.2	12	43.1	34.4	12	0.08	0.07	12	117.9	196.7	12	96.6	151.2	12	3.32	6.15	12
pacific	marianas	pagan	marianas.pagan	pagan-west	299.9	365.1	10	176.5	215.4	10	3.54	7.40	10	181.1	148.6	10	81.5	83.7	10	0.18	0.18	10	118.8	252.3	10	94.9	161.6	10	3.37	7.30	10
pacific	marianas	saipan	marianas.saipan	saipan-east	205.8	291.9	11	108.3	189.0	11	2.05	4.45	11	159.5	203.4	11	63.7	95.2	11	0.12	0.18	11	46.3	109.8	11	44.6	102.2	11	1.93	4.30	11
pacific	marianas	saipan	marianas.saipan	saipan-northwest	133.8	134.0	11	18.4	21.0	11	0.06	0.06	11	133.8	134.0	11	18.4	21.0	11	0.06	0.06	11	0.0	0.0	11	0.0	0.0	11	0.00	0.00	11
pacific	marianas	saipan	marianas.saipan	saipan-south	186.7	97.3	10	30.6	37.3	10	0.08	0.05	10	186.7	97.3	10	30.6	37.3	10	0.08	0.05	10	0.0	0.0	10	0.0	0.0	10	0.00	0.00	10
pacific	marianas	saipan	marianas.saipan	saipan-west	448.4	263.4	13	23.9	18.5	13	0.08	0.07	13	448.4	263.4	13	23.9	18.5	13	0.08	0.07	13	0.0	0.0	13	0.0	0.0	13	0.00	0.00	13
pacific	middleHawaiianIslands	hawaii	middleHawaiianIslands.hawaii	hawaii-north	137.1	118.6	26	153.0	266.8	26	0.39	0.91	26	89.2	94.6	26	40.6	60.2	26	0.07	0.10	26	47.9	95.6	26	112.3	253.4	26	0.32	0.92	26
pacific	middleHawaiianIslands	hawaii	middleHawaiianIslands.hawaii	hawaii-west	115.4	158.2	13	44.3	77.8	13	0.09	0.16	13	111.0	151.3	13	39.5	63.4	13	0.08	0.13	13	4.4	15.7	13	4.8	17.4	13	0.01	0.03	13
pacific	middleHawaiianIslands	oahu	middleHawaiianIslands.oahu	oahu-east	118.8	145.6	20	15.3	18.6	20	0.04	0.05	20	118.8	145.6	20	15.3	18.6	20	0.04	0.05	20	0.0	0.0	20	0.0	0.0	20	0.00	0.00	20
pacific	middleHawaiianIslands	oahu	middleHawaiianIslands.oahu	oahu-north	50.9	86.2	10	2.5	6.5	10	0.00	0.00	10	50.9	86.2	10	2.5	6.5	10	0.00	0.00	10	0.0	0.0	10	0.0	0.0	10	0.00	0.00	10
pacific	middleHawaiianIslands	oahu	middleHawaiianIslands.oahu	oahu-south	18.0	44.3	11	5.9	16.6	11	0.01	0.03	11	18.0	44.3	11	5.9	16.6	11	0.01	0.03	11	0.0	0.0	11	0.0	0.0	11	0.00	0.00	11
pacific	middleHawaiianIslands	oahu	middleHawaiianIslands.oahu	oahu-west	53.8	88.9	10	24.9	42.2	10	0.03	0.05	10	53.8	88.9	10	24.9	42.2	10	0.03	0.05	10	0.0	0.0	10	0.0	0.0	10	0.00	0.00	10
pacific	northwestHawaiianIslands	pearlHermes	northwestHawaiianIslands.pearlHermes	pearlHermes-south	180.1	309.8	11	18.6	28.3	11	0.11	0.21	11	180.1	309.8	11	18.6	28.3	11	0.11	0.21	11	0.0	0.0	11	0.0	0.0	11	0.00	0.00	11
pacific	northwestHawaiianIslands	pearlHermes	northwestHawaiianIslands.pearlHermes	pearlHermes-west	896.0	705.3	21	147.8	104.6	21	1.38	1.07	21	866.3	698.9	21	110.1	78.8	21	0.99	0.81	21	29.6	42.4	21	37.7	52.9	21	0.39	0.54	21
pacific	pacificRemoteIslandArea	jarvis	pacificRemoteIslandArea.jarvis	jarvis-east	154.6	76.8	28	136.6	98.8	28	0.25	0.56	28	118.2	67.6	28	72.9	55.8	28	0.06	0.05	28	36.4	41.4	28	63.8	79.5	28	0.19	0.53	28
pacific	pacificRemoteIslandArea	jarvis	pacificRemoteIslandArea.jarvis	jarvis-south	383.4	452.5	20	232.2	167.2	20	0.30	0.22	20	332.5	453.2	20	131.8	116.3	20	0.15	0.15	20	50.9	51.6	20	100.3	121.9	20	0.14	0.17	20
pacific	pacificRemoteIslandArea	jarvis	pacificRemoteIslandArea.jarvis	jarvis-west	257.9	141.7	26	208.7	126.8	26	0.44	0.86	26	194.8	150.0	26	85.9	57.4	26	0.09	0.06	26	63.1	51.4	26	122.8	116.9	26	0.35	0.88	26
pacific	pacificRemoteIslandArea	palmyra	pacificRemoteIslandArea.palmyra	palmyra-east	158.4	109.3	10	41.9	41.0	10	0.57	1.12	10	147.1	98.7	10	31.0	25.4	10	0.07	0.05	10	11.3	23.9	10	10.9	23.3	10	0.50	1.10	10
pacific	pacificRemoteIslandArea	palmyra	pacificRemoteIslandArea.palmyra	palmyra-north	260.3	131.2	10	67.7	50.1	10	0.33	0.46	10	249.0	122.8	10	54.2	33.6	10	0.19	0.13	10	11.3	35.8	10	13.5	42.6	10	0.14	0.45	10
pacific	pacificRemoteIslandArea	palmyra	pacificRemoteIslandArea.palmyra	palmyra-west	298.0	148.1	15	157.7	148.4	15	4.19	6.54	15	233.9	102.3	15	48.1	23.4	15	0.15	0.07	15	64.1	85.2	15	109.6	147.0	15	4.04	6.52	15
pacific	pacificRemoteIslandArea	wake	pacificRemoteIslandArea.wake	wake-north	130.6	105.6	13	47.4	43.3	13	0.31	0.70	13	117.5	71.1	13	43.3	39.8	13	0.13	0.13	13	13.1	47.1	13	4.0	14.5	13	0.19	0.68	13
pacific	pacificRemoteIslandArea	wake	pacificRemoteIslandArea.wake	wake-south	217.9	83.3	10	63.3	39.2	10	0.19	0.13	10	217.9	83.3	10	63.3	39.2	10	0.19	0.13	10	0.0	0.0	10	0.0	0.0	10	0.00	0.00	10
pacific	pacificRemoteIslandArea	wake	pacificRemoteIslandArea.wake	wake-west	343.6	346.7	14	147.5	223.6	14	4.21	8.14	14	190.0	195.5	14	42.2	33.6	14	0.12	0.08	14	153.6	292.3	14	105.2	216.1	14	4.09	8.13	14
pacific	samoa	ofu	samoa.ofu	ofu-north	344.7	206.3	11	256.4	246.3	11	4.96	7.08	11	262.4	209.1	11	76.6	64.8	11	0.19	0.13	11	82.3	95.9	11	179.9	244.9	11	4.77	7.09	11
pacific	samoa	ofu	samoa.ofu	ofu-south	454.9	514.2	13	200.4	285.0	13	5.71	9.78	13	237.2	155.2	13	48.5	35.2	13	0.15	0.11	13	217.6	406.0	13	151.9	257.5	13	5.56	9.68	13
pacific	samoa	tau	samoa.tau	tau-north	137.7	114.1	15	115.1	147.2	15	2.08	5.06	15	84.9	75.6	15	41.8	39.5	15	0.09	0.09	15	52.8	101.4	15	73.3	142.4	15	1.99	5.08	15
pacific	samoa	tau	samoa.tau	tau-west	136.8	117.5	12	100.7	95.3	12	3.56	4.61	12	75.5	61.9	12	32.8	29.5	12	0.07	0.08	12	61.3	88.5	12	67.8	88.2	12	3.49	4.59	12
pacific	samoa	tutuila	samoa.tutuila	tutuila-east	117.7	225.6	25	87.9	228.9	25	0.16	0.38	25	92.8	151.6	25	23.8	42.5	25	0.07	0.14	25	24.9	92.5	25	64.1	202.9	25	0.09	0.28	25
pacific	samoa	tutuila	samoa.tutuila	tutuila-north	298.4	187.4	11	147.9	139.1	11	0.69	1.17	11	267.5	184.0	11	80.2	43.7	11	0.16	0.12	11	30.9	46.4	11	67.7	121.4	11	0.53	1.18	11
pacific	samoa	tutuila	samoa.tutuila	tutuila-south	375.3	174.9	19	60.3	43.7	19	0.64	1.56	19	357.4	192.2	19	47.8	32.2	19	0.15	0.10	19	17.9	56.8	19	12.4	39.4	19	0.50	1.59	19
pacific	samoa	tutuila	samoa.tutuila	tutuila-west	325.4	280.5	10	81.0	75.2	10	0.22	0.19	10	325.4	280.5	10	81.0	75.2	10	0.22	0.19	10	0.0	0.0	10	0.0	0.0	10	0.00	0.00	10

2.3.3 Unify parrot tables and calculate stats at loc2 level

Parrot community & functional-group summary at loc2 (Mean, SD, N).

				Community									Scrapers									Excavators
				Density			Biomass			Bioerosion			Density			Biomass			Bioerosion			Density			Biomass			Bioerosion
Basin	Loc1	Loc2	Loc1.2	Mean	SD	N	Mean	SD	N	Mean	SD	N	Mean	SD	N	Mean	SD	N	Mean	SD	N	Mean	SD	N	Mean	SD	N	Mean	SD	N
atlantic	caribbean	puertoRico	caribbean.puertoRico	189.9	344.5	87	12.3	21.2	87	0.19	0.36	87	114.0	257.6	87	5.9	16.1	87	0.03	0.12	87	76.0	132.0	87	6.4	12.0	87	0.15	0.33	87
atlantic	caribbean	saintCroix	caribbean.saintCroix	360.0	437.3	105	22.1	27.6	105	0.22	0.34	105	305.4	402.0	105	14.5	18.4	105	0.05	0.06	105	54.6	91.6	105	7.6	13.0	105	0.17	0.30	105
atlantic	caribbean	saintJohn	caribbean.saintJohn	329.6	308.2	36	17.8	20.4	36	0.30	0.45	36	160.1	197.8	36	6.0	9.0	36	0.02	0.03	36	169.5	189.2	36	11.8	18.2	36	0.28	0.44	36
atlantic	caribbean	saintThomas	caribbean.saintThomas	344.9	535.2	38	17.6	31.8	38	0.30	0.69	38	196.3	419.7	38	6.7	15.9	38	0.03	0.06	38	148.7	230.9	38	10.8	22.5	38	0.27	0.66	38
atlantic	florida	dryTortugas	florida.dryTortugas	154.7	127.6	20	35.6	64.4	20	0.34	0.28	20	16.2	25.6	20	0.9	2.8	20	0.01	0.02	20	138.4	115.0	20	34.8	64.1	20	0.33	0.28	20
atlantic	florida	keys	florida.keys	162.4	136.4	16	33.7	37.2	16	0.36	0.43	16	53.8	47.9	16	3.8	5.1	16	0.02	0.03	16	108.6	105.7	16	29.9	36.5	16	0.34	0.42	16
atlantic	flowerGardenBanks	flowerGardenBanks	flowerGardenBanks.flowerGardenBanks	441.0	198.7	41	97.8	54.2	41	1.28	0.86	41	317.6	177.2	41	49.8	32.6	41	0.37	0.31	41	123.3	63.4	41	48.1	37.4	41	0.91	0.71	41
pacific	marianas	guam	marianas.guam	162.2	161.8	71	35.2	48.2	71	0.29	1.01	71	152.6	150.2	71	28.4	36.4	71	0.07	0.08	71	9.6	34.5	71	6.8	24.6	71	0.23	0.98	71
pacific	marianas	maug	marianas.maug	175.2	112.9	42	97.9	76.0	42	1.39	2.56	42	140.1	106.4	42	58.9	39.0	42	0.12	0.08	42	35.0	59.9	42	39.0	63.8	42	1.28	2.56	42
pacific	marianas	pagan	marianas.pagan	211.9	223.2	47	140.2	146.8	47	1.73	4.75	47	136.1	109.5	47	60.7	62.3	47	0.12	0.13	47	75.9	157.1	47	79.6	124.9	47	1.62	4.71	47
pacific	marianas	saipan	marianas.saipan	254.0	246.3	45	44.7	99.8	45	0.56	2.29	45	242.7	228.6	45	33.8	53.4	45	0.08	0.10	45	11.3	56.1	45	10.9	52.4	45	0.47	2.21	45
pacific	middleHawaiianIslands	hawaii	middleHawaiianIslands.hawaii	129.9	131.4	39	116.7	226.8	39	0.29	0.76	39	96.5	115.0	39	40.3	60.4	39	0.07	0.11	39	33.4	80.8	39	76.5	212.1	39	0.22	0.76	39
pacific	middleHawaiianIslands	oahu	middleHawaiianIslands.oahu	71.0	113.5	51	12.6	24.0	51	0.02	0.04	51	71.0	113.5	51	12.6	24.0	51	0.02	0.04	51	0.0	0.0	51	0.0	0.0	51	0.00	0.00	51
pacific	northwestHawaiianIslands	pearlHermes	northwestHawaiianIslands.pearlHermes	649.9	686.5	32	103.4	105.8	32	0.94	1.06	32	630.4	675.1	32	78.6	78.8	32	0.69	0.79	32	19.5	37.0	32	24.7	46.2	32	0.25	0.47	32
pacific	pacificRemoteIslandArea	jarvis	pacificRemoteIslandArea.jarvis	252.7	265.9	74	187.8	134.5	74	0.33	0.62	74	203.0	265.0	74	93.4	79.9	74	0.10	0.10	74	49.7	48.6	74	94.4	107.4	74	0.23	0.62	74
pacific	pacificRemoteIslandArea	palmyra	pacificRemoteIslandArea.palmyra	247.4	142.4	35	98.9	113.8	35	2.05	4.64	35	213.4	112.8	35	44.9	28.0	35	0.14	0.10	35	34.0	64.7	35	54.0	109.2	35	1.91	4.62	35
pacific	pacificRemoteIslandArea	wake	pacificRemoteIslandArea.wake	234.8	239.7	37	89.5	145.6	37	1.76	5.28	37	172.1	137.9	37	48.3	37.5	37	0.14	0.12	37	62.7	191.8	37	41.2	139.6	37	1.62	5.28	37
pacific	samoa	ofu	samoa.ofu	404.4	399.5	24	226.1	263.7	24	5.37	8.47	24	248.8	178.2	24	61.4	51.7	24	0.17	0.12	24	155.6	307.8	24	164.7	246.7	24	5.20	8.42	24
pacific	samoa	tau	samoa.tau	137.3	113.4	27	108.7	124.8	27	2.74	4.83	27	80.7	68.7	27	37.8	35.0	27	0.08	0.08	27	56.6	94.2	27	70.9	119.2	27	2.66	4.83	27
pacific	samoa	tutuila	samoa.tutuila	255.5	238.7	65	88.9	157.6	65	0.40	1.01	65	235.5	221.7	65	49.2	51.4	65	0.13	0.14	65	20.0	67.4	65	39.7	137.9	65	0.27	1.00	65

2.4 Environmental data

Table of summary statistics for loc2 sites

basin	loc1	loc2	loc1.2	loc3	lat	lon	maxDate	minDate	n	maxTemperature	minTemperature	meanTemperature	maxSalinity	minSalinity	meanSalinity	maxPAR	minPAR	meanPAR
atlantic	caribbean	puertoRico	caribbean.puertoRico	puertoRico-east	18.33066	-65.33373	15/12/2021	15/01/2017	60	29.55867	26.16267	27.78267	39.14560	34.58726	36.28825	57.16560	34.40720	45.89707
atlantic	caribbean	puertoRico	caribbean.puertoRico	puertoRico-northeast	18.33696	-65.56462	15/12/2021	15/01/2017	60	29.64167	26.14400	27.82349	39.14560	34.58726	36.28825	56.73400	33.88800	45.88687
atlantic	caribbean	puertoRico	caribbean.puertoRico	puertoRico-south	17.91047	-66.23161	15/12/2021	15/01/2017	56	29.65833	26.15633	28.01349	38.78876	31.96724	36.29282	57.39200	35.30440	47.86539
atlantic	caribbean	puertoRico	caribbean.puertoRico	puertoRico-west	18.34435	-67.26923	15/12/2021	15/01/2017	56	29.59900	26.23800	28.06245	38.73786	34.73122	36.77095	52.86000	30.96850	42.38671
atlantic	caribbean	saintCroix	caribbean.saintCroix	saintCroix-east	17.82805	-64.46711	15/12/2021	15/01/2016	79	29.55867	26.08933	27.82354	37.19409	33.60120	35.75669	58.27150	33.80350	47.32692
atlantic	caribbean	saintCroix	caribbean.saintCroix	saintCroix-north	17.78532	-64.75953	15/12/2021	15/01/2014	103	29.57033	26.09100	27.77689	37.19809	33.62944	35.81677	57.24733	31.98333	46.47610
atlantic	caribbean	saintCroix	caribbean.saintCroix	saintCroix-south	17.70121	-64.64793	15/12/2021	15/01/2016	79	29.57200	26.11067	27.82726	37.35077	33.66517	35.76936	57.98533	32.46400	47.37468
atlantic	caribbean	saintCroix	caribbean.saintCroix	saintCroix-west	17.73380	-64.89639	15/12/2021	15/01/2016	79	29.58533	26.13267	27.84178	37.31226	33.67678	35.76740	55.44600	29.53467	44.07132
atlantic	caribbean	saintThomas	caribbean.saintThomas	saintThomas-north	18.38262	-64.97816	15/12/2021	15/01/2017	60	29.56733	26.08900	27.75317	39.14560	34.58726	36.28825	58.05400	33.69950	46.38738
atlantic	caribbean	saintThomas	caribbean.saintThomas	saintThomas-south	18.34402	-64.98453	15/12/2021	15/01/2015	86	29.55533	26.09167	27.80852	39.14560	34.58726	36.36394	57.79300	29.33600	45.53676
atlantic	caribbean	saintThomas	caribbean.saintThomas	saintThomas-west	18.34082	-65.08269	15/12/2021	15/01/2017	60	29.56233	26.13100	27.78427	39.14560	34.58726	36.28825	56.08533	33.17800	44.51777
atlantic	florida	keys	florida.keys	keys-uko1	24.90250	-80.53104	15/12/2021	15/01/2016	78	30.46833	23.37133	27.22422	38.70824	34.30801	36.99134	58.25088	22.37050	44.03965
atlantic	florida	keys	florida.keys	keys-uko3	24.88266	-80.56088	15/12/2021	15/01/2016	78	30.44667	23.39467	27.23236	38.70824	34.30801	36.99134	58.36247	22.54112	44.04670
atlantic	flowerGardenBanks	flowerGardenBanks	flowerGardenBanks.flowerGardenBanks	flowerGardenBanks-east	27.90740	-93.59925	15/12/2021	15/01/2015	90	30.71700	20.37733	25.54828	37.46044	30.19611	34.89411	60.33400	17.77200	39.22562
pacific	marianas	guam	marianas.guam	guam-east	13.47516	144.86485	15/12/2021	15/01/2014	103	30.22367	27.12567	28.86750	35.03508	32.39564	33.72445	56.67400	34.13600	44.33913
pacific	marianas	guam	marianas.guam	guam-north	13.60330	144.92365	15/12/2021	15/01/2014	102	30.24267	27.11733	28.85499	34.72307	32.18224	33.67773	55.17700	33.53600	44.42393
pacific	marianas	guam	marianas.guam	guam-south	13.24126	144.70442	15/12/2021	15/01/2014	103	30.25300	27.14067	28.91133	35.11860	33.15658	34.03647	56.58000	33.95467	44.66653
pacific	marianas	guam	marianas.guam	guam-west	13.52894	144.80037	15/12/2021	15/01/2014	102	30.21900	27.13467	28.84329	34.72307	32.18224	33.67773	55.53400	32.96700	43.42567
pacific	marianas	maug	marianas.maug	maug-east	20.02033	145.23972	15/12/2021	15/01/2014	99	30.87433	25.11633	28.31862	36.06712	33.62441	34.55486	59.07350	28.48100	45.11780
pacific	marianas	maug	marianas.maug	maug-north	20.03570	145.22467	15/12/2021	15/01/2014	99	30.87433	25.11633	28.31862	36.06712	33.62441	34.55486	59.07350	28.48100	45.11780
pacific	marianas	maug	marianas.maug	maug-south	20.01398	145.22746	15/12/2021	15/01/2017	66	30.35500	25.64900	28.39455	36.06712	33.62441	34.47699	59.07350	30.70975	45.17994
pacific	marianas	maug	marianas.maug	maug-west	20.01312	145.20806	15/12/2021	15/01/2014	99	30.87433	25.11633	28.31862	36.06712	33.62441	34.55486	59.44800	28.38800	44.80622
pacific	marianas	pagan	marianas.pagan	pagan-east	18.09612	145.76486	15/12/2021	15/01/2014	103	30.60000	26.21467	28.61807	36.18639	33.33631	34.35146	57.28067	26.93133	44.01817
pacific	marianas	pagan	marianas.pagan	pagan-north	18.16784	145.79495	15/12/2021	15/01/2014	103	30.63233	26.12533	28.60394	36.18639	33.33631	34.35146	58.72200	27.96800	44.47614
pacific	marianas	pagan	marianas.pagan	pagan-south	18.04564	145.70623	15/12/2021	15/01/2014	103	30.58700	26.26533	28.63017	35.17295	33.46750	34.36366	57.09600	25.62000	43.41293
pacific	marianas	pagan	marianas.pagan	pagan-west	18.12014	145.75466	15/12/2021	15/01/2014	103	30.61733	26.17025	28.61298	36.18639	33.33631	34.35146	57.28067	26.93133	44.01817
pacific	marianas	saipan	marianas.saipan	saipan-east	15.25866	145.81569	15/12/2021	15/01/2014	103	30.34400	26.92233	28.77355	35.01051	33.21275	34.19024	56.97400	33.92880	45.52164
pacific	marianas	saipan	marianas.saipan	saipan-northwest	15.25719	145.76675	15/12/2021	15/01/2017	67	30.32133	26.98633	28.78051	34.88993	33.55919	34.17502	57.15450	35.51120	46.39015
pacific	marianas	saipan	marianas.saipan	saipan-south	15.09785	145.74337	15/12/2021	15/01/2014	103	30.29200	26.95933	28.75117	35.18739	33.44971	34.24299	56.57467	33.89000	45.42712
pacific	marianas	saipan	marianas.saipan	saipan-west	15.15645	145.68970	15/12/2021	15/01/2014	103	30.25700	26.94067	28.73052	35.18739	33.44971	34.24299	56.26156	33.28067	44.44965
pacific	middleHawaiianIslands	hawaii	middleHawaiianIslands.hawaii	hawaii-north	20.24913	-155.89095	15/12/2019	15/01/2013	75	28.46767	23.92000	25.96344	35.42809	29.36302	32.64477	58.32083	30.97600	45.80875
pacific	middleHawaiianIslands	hawaii	middleHawaiianIslands.hawaii	hawaii-north	20.26828	-155.86040	15/12/2019	15/01/2013	75	28.45833	23.89167	25.94135	35.42809	29.36302	32.64477	57.76133	31.15067	45.30707
pacific	middleHawaiianIslands	hawaii	middleHawaiianIslands.hawaii	hawaii-west	19.24432	-155.90024	15/12/2019	15/01/2013	84	28.67000	24.29700	26.29705	36.24085	32.19949	34.13069	52.25800	24.06533	38.86551
pacific	middleHawaiianIslands	oahu	middleHawaiianIslands.oahu	oahu-east	21.45862	-157.79865	15/12/2019	15/03/2017	23	27.64767	23.18400	25.87559	36.89705	32.20330	34.23041	56.79250	29.30550	44.12433
pacific	middleHawaiianIslands	oahu	middleHawaiianIslands.oahu	oahu-east	21.47972	-157.78294	15/12/2019	15/01/2013	59	28.03000	23.18400	25.60160	38.34129	31.58331	34.44019	57.24200	25.77600	44.75641
pacific	middleHawaiianIslands	oahu	middleHawaiianIslands.oahu	oahu-south	21.28838	-157.86542	15/12/2019	15/01/2013	59	28.45067	23.39867	25.96151	38.34129	31.58331	34.44019	57.53000	29.07900	47.73870
pacific	middleHawaiianIslands	oahu	middleHawaiianIslands.oahu	oahu-west	21.53412	-158.23441	15/12/2019	15/02/2016	32	27.82478	23.32622	26.11857	38.34129	32.20330	34.36669	53.90900	29.10900	44.58166
pacific	northwestHawaiianIslands	pearlHermes	northwestHawaiianIslands.pearlHermes	pearlHermes-south	27.78237	-175.88195	15/12/2019	15/01/2013	84	28.90100	19.49433	23.95309	36.01855	33.78317	35.14682	58.76400	20.76200	40.64833
pacific	pacificRemoteIslandArea	jarvis	pacificRemoteIslandArea.jarvis	jarvis-south	-0.38234	-160.00305	15/12/2018	15/01/2015	48	30.49667	25.84467	27.71131	35.71008	33.88814	35.03745	56.17233	34.59033	49.52517
pacific	pacificRemoteIslandArea	jarvis	pacificRemoteIslandArea.jarvis	jarvis-west	-0.36896	-160.00813	15/12/2018	15/01/2015	48	30.49667	25.84467	27.71131	35.71008	33.88814	35.03745	56.52800	34.21600	49.26042
pacific	pacificRemoteIslandArea	palmyra	pacificRemoteIslandArea.palmyra	palmyra-east	5.86379	-162.03062	15/12/2018	15/01/2015	48	29.75500	27.55433	28.68729	34.70937	32.92673	34.06319	49.90200	30.56344	41.13499
pacific	pacificRemoteIslandArea	palmyra	pacificRemoteIslandArea.palmyra	palmyra-north	5.89733	-162.07817	15/12/2018	15/01/2015	48	29.74767	27.55933	28.68787	34.70937	32.92673	34.06319	50.94200	31.46800	41.24415
pacific	pacificRemoteIslandArea	palmyra	pacificRemoteIslandArea.palmyra	palmyra-west	5.88322	-162.13322	15/12/2018	15/01/2015	48	29.74200	27.56533	28.68966	34.70937	32.92673	34.06319	51.85600	32.12720	41.10372
pacific	pacificRemoteIslandArea	wake	pacificRemoteIslandArea.wake	wake-north	19.31602	166.62721	15/12/2017	15/01/2014	48	30.02133	25.64933	27.93038	35.48462	34.10323	34.84642	55.91600	32.13300	44.56893
pacific	pacificRemoteIslandArea	wake	pacificRemoteIslandArea.wake	wake-south	19.28065	166.62778	15/12/2017	15/01/2014	48	30.02833	25.65700	27.93778	35.48462	34.10323	34.84642	56.28429	32.83957	44.73363
pacific	pacificRemoteIslandArea	wake	pacificRemoteIslandArea.wake	wake-west	19.31625	166.59824	15/12/2017	15/01/2014	48	30.02200	25.65300	27.93274	35.48462	34.10323	34.84642	55.63979	31.74757	44.41450
pacific	samoa	ofu	samoa.ofu	ofu-north	-14.15785	-169.67442	15/12/2018	15/01/2015	48	30.19200	27.36300	28.91258	36.22795	29.94075	34.16768	52.69440	24.90720	42.12891
pacific	samoa	ofu	samoa.ofu	ofu-south	-14.17330	-169.64190	15/12/2018	15/01/2015	48	30.19100	27.36800	28.90807	36.22795	29.94075	34.16768	52.70600	25.77780	41.86850
pacific	samoa	tau	samoa.tau	tau-north	-14.21240	-169.44067	15/12/2018	15/01/2015	48	30.17567	27.31800	28.87915	36.51796	32.66103	34.27526	51.77400	24.87560	41.55035
pacific	samoa	tau	samoa.tau	tau-west	-14.25755	-169.50068	15/12/2018	15/01/2015	48	30.13267	27.26233	28.86830	36.68739	32.80734	34.63480	52.53400	24.76200	41.05929
pacific	samoa	tutuila	samoa.tutuila	tutuila-east	-14.28521	-170.56401	15/12/2017	15/01/2015	32	30.10800	27.10633	28.80980	39.24479	26.63661	34.18115	52.16050	29.25950	41.48897
pacific	samoa	tutuila	samoa.tutuila	tutuila-north	-14.24479	-170.65237	15/12/2017	15/01/2015	16	30.02167	27.61733	28.97715	37.08763	26.63661	31.46730	50.62200	29.85350	42.78166
pacific	samoa	tutuila	samoa.tutuila	tutuila-south	-14.36351	-170.76300	15/12/2017	15/01/2015	32	30.08467	26.99067	28.79176	39.11469	26.63661	33.62904	52.23450	28.80450	41.32216
pacific	samoa	tutuila	samoa.tutuila	tutuila-west	-14.29464	-170.81200	15/12/2017	15/01/2015	32	30.09233	27.06867	28.86902	39.11469	26.63661	33.62904	51.44610	28.54370	40.97039

2.5 Volume vs. Mass

Plot of deltaVolume_mm3cm2y vs. deltaMass_mgcm2y:

3 Spatial analysis of parrotfish data

3.1 General prevalence data

Combine bar stats and parrot community stats tables

3.1.1 Mean parrot biomass_kg_ha vs parrot density_ind_ha by point

3.1.2 Parrot biomass vs. density by loc2 and loc3

3.1.3 Boxplots of biomass and density at loc2 for community, scraper, and excavators

Note that these are based on individual point data

4 Spatial analysis of environmental data

4.1 Types of data

EnvironmentalData — Columns grouped by type. Bold = full coverage across all loc1.2.

Category	Column	# Values (non-NA)	Sites w/ Data	Start	End	Frequency	Value Group
Chlorophyll	mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_05yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr_01yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_all_before	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_05yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr_01yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_all_before	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_05yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr_01yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_all_before	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_05yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr_01yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_all_before	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_05yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_10yr_01yr	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_all_before	4,464	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_06mo	4,461	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_06mo	4,461	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_06mo	4,461	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr	4,461	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr	4,457	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03mo	4,456	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03mo	4,456	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03mo	4,456	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_06mo	4,451	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_06mo	4,447	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03mo	4,438	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_03mo	4,435	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01dy	4,431	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01mo	4,431	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01wk	4,431	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01dy	4,431	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01mo	4,431	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q05_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01wk	4,431	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01dy	4,431	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01mo	4,431	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	q95_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01wk	4,431	19/20	2013-01-15	2023-12-15	monthly	G3
Chlorophyll	mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01dy	0	0/20			insufficient	G1
Chlorophyll	mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01mo	0	0/20			insufficient	G1
Chlorophyll	mean_annual_range_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01wk	0	0/20			insufficient	G1
Chlorophyll	sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01dy	0	0/20			insufficient	G1
Chlorophyll	sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01mo	0	0/20			insufficient	G1
Chlorophyll	sd_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01wk	0	0/20			insufficient	G1
Geospatial	lat	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Geospatial	lon	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Other / Metadata	basin	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Other / Metadata	loc1	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Other / Metadata	loc1.2	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Other / Metadata	loc2	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Other / Metadata	loc3	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
PAR / Light	mean_PAR_NASA_VIIRS_monthly_01dy	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	mean_PAR_NASA_VIIRS_monthly_01mo	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	mean_PAR_NASA_VIIRS_monthly_01wk	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	mean_PAR_NASA_VIIRS_monthly_01yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	mean_PAR_NASA_VIIRS_monthly_03mo	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	mean_PAR_NASA_VIIRS_monthly_03yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	mean_PAR_NASA_VIIRS_monthly_05yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	mean_PAR_NASA_VIIRS_monthly_06mo	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	mean_PAR_NASA_VIIRS_monthly_10yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	mean_PAR_NASA_VIIRS_monthly_10yr_01yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	mean_PAR_NASA_VIIRS_monthly_all_before	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	mean_annual_range_PAR_NASA_VIIRS_monthly_01yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	mean_annual_range_PAR_NASA_VIIRS_monthly_03mo	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	mean_annual_range_PAR_NASA_VIIRS_monthly_03yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	mean_annual_range_PAR_NASA_VIIRS_monthly_05yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	mean_annual_range_PAR_NASA_VIIRS_monthly_06mo	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	mean_annual_range_PAR_NASA_VIIRS_monthly_10yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	mean_annual_range_PAR_NASA_VIIRS_monthly_10yr_01yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	mean_annual_range_PAR_NASA_VIIRS_monthly_all_before	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q05_PAR_NASA_VIIRS_monthly_01dy	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q05_PAR_NASA_VIIRS_monthly_01mo	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q05_PAR_NASA_VIIRS_monthly_01wk	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q05_PAR_NASA_VIIRS_monthly_01yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q05_PAR_NASA_VIIRS_monthly_03mo	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q05_PAR_NASA_VIIRS_monthly_03yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q05_PAR_NASA_VIIRS_monthly_05yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q05_PAR_NASA_VIIRS_monthly_06mo	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q05_PAR_NASA_VIIRS_monthly_10yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q05_PAR_NASA_VIIRS_monthly_10yr_01yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q05_PAR_NASA_VIIRS_monthly_all_before	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q95_PAR_NASA_VIIRS_monthly_01dy	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q95_PAR_NASA_VIIRS_monthly_01mo	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q95_PAR_NASA_VIIRS_monthly_01wk	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q95_PAR_NASA_VIIRS_monthly_01yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q95_PAR_NASA_VIIRS_monthly_03mo	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q95_PAR_NASA_VIIRS_monthly_03yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q95_PAR_NASA_VIIRS_monthly_05yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q95_PAR_NASA_VIIRS_monthly_06mo	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q95_PAR_NASA_VIIRS_monthly_10yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q95_PAR_NASA_VIIRS_monthly_10yr_01yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	q95_PAR_NASA_VIIRS_monthly_all_before	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	sd_PAR_NASA_VIIRS_monthly_01yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	sd_PAR_NASA_VIIRS_monthly_03mo	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	sd_PAR_NASA_VIIRS_monthly_03yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	sd_PAR_NASA_VIIRS_monthly_05yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	sd_PAR_NASA_VIIRS_monthly_06mo	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	sd_PAR_NASA_VIIRS_monthly_10yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	sd_PAR_NASA_VIIRS_monthly_10yr_01yr	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	sd_PAR_NASA_VIIRS_monthly_all_before	4,280	19/20	2013-01-15	2022-07-15	monthly	G3
PAR / Light	mean_annual_range_PAR_NASA_VIIRS_monthly_01dy	0	0/20			insufficient	G1
PAR / Light	mean_annual_range_PAR_NASA_VIIRS_monthly_01mo	0	0/20			insufficient	G1
PAR / Light	mean_annual_range_PAR_NASA_VIIRS_monthly_01wk	0	0/20			insufficient	G1
PAR / Light	sd_PAR_NASA_VIIRS_monthly_01dy	0	0/20			insufficient	G1
PAR / Light	sd_PAR_NASA_VIIRS_monthly_01mo	0	0/20			insufficient	G1
PAR / Light	sd_PAR_NASA_VIIRS_monthly_01wk	0	0/20			insufficient	G1
Phytoplankton	mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_all_before	2,532	9/20	2013-01-15	2022-12-15	monthly	G2
Phytoplankton	mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_all_before	2,532	9/20	2013-01-15	2022-12-15	monthly	G2
Phytoplankton	q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_all_before	2,532	9/20	2013-01-15	2022-12-15	monthly	G2
Phytoplankton	q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_all_before	2,532	9/20	2013-01-15	2022-12-15	monthly	G2
Phytoplankton	sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_all_before	2,532	9/20	2013-01-15	2022-12-15	monthly	G2
Phytoplankton	mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr	2,523	9/20	2013-01-15	2022-12-15	monthly	G2
Phytoplankton	mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr_01yr	2,523	9/20	2013-01-15	2022-12-15	monthly	G2
Phytoplankton	q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr	2,523	9/20	2013-01-15	2022-12-15	monthly	G2
Phytoplankton	q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr_01yr	2,523	9/20	2013-01-15	2022-12-15	monthly	G2
Phytoplankton	q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr	2,523	9/20	2013-01-15	2022-12-15	monthly	G2
Phytoplankton	q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr_01yr	2,523	9/20	2013-01-15	2022-12-15	monthly	G2
Phytoplankton	mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr	2,522	9/20	2013-01-15	2022-12-15	monthly	G2
Phytoplankton	mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr_01yr	2,522	9/20	2013-01-15	2022-12-15	monthly	G2
Phytoplankton	sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr	2,522	9/20	2013-01-15	2022-12-15	monthly	G2
Phytoplankton	sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_10yr_01yr	2,522	9/20	2013-01-15	2022-12-15	monthly	G2
Phytoplankton	mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_05yr	2,350	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_05yr	2,350	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_05yr	2,350	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_05yr	2,343	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_05yr	2,343	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03yr	2,273	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03yr	2,273	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03yr	2,273	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03yr	2,255	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03yr	2,253	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01yr	2,181	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01yr	2,181	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01yr	2,181	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_06mo	2,144	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_06mo	2,144	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_06mo	2,144	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01yr	2,134	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01yr	2,128	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo	2,121	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo	2,121	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo	2,121	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_06mo	2,103	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_06mo	2,096	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo	2,022	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo	1,996	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01dy	1,979	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01mo	1,979	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01wk	1,979	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01dy	1,979	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01mo	1,979	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	q05_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01wk	1,979	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01dy	1,979	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01mo	1,979	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	q95_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01wk	1,979	9/20	2013-01-15	2022-12-15	monthly	G1
Phytoplankton	mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01dy	0	0/20			insufficient	G1
Phytoplankton	mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01mo	0	0/20			insufficient	G1
Phytoplankton	mean_annual_range_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01wk	0	0/20			insufficient	G1
Phytoplankton	sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01dy	0	0/20			insufficient	G1
Phytoplankton	sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01mo	0	0/20			insufficient	G1
Phytoplankton	sd_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_01wk	0	0/20			insufficient	G1
Salinity	mean_Sea_Surface_Salinity_MirasSMOS_3Day_03yr	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_Sea_Surface_Salinity_MirasSMOS_3Day_05yr	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_Sea_Surface_Salinity_MirasSMOS_3Day_10yr	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_Sea_Surface_Salinity_MirasSMOS_3Day_all_before	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_05yr	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_all_before	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_all_before	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_all_before	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	q05_Sea_Surface_Salinity_MirasSMOS_3Day_03yr	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	q05_Sea_Surface_Salinity_MirasSMOS_3Day_05yr	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	q05_Sea_Surface_Salinity_MirasSMOS_3Day_10yr	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	q05_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	q05_Sea_Surface_Salinity_MirasSMOS_3Day_all_before	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	q95_Sea_Surface_Salinity_MirasSMOS_3Day_03yr	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	q95_Sea_Surface_Salinity_MirasSMOS_3Day_05yr	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	q95_Sea_Surface_Salinity_MirasSMOS_3Day_10yr	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	q95_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	q95_Sea_Surface_Salinity_MirasSMOS_3Day_all_before	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	sd_Sea_Surface_Salinity_MirasSMOS_3Day_05yr	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	sd_Sea_Surface_Salinity_MirasSMOS_3Day_10yr	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	sd_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	sd_Sea_Surface_Salinity_MirasSMOS_3Day_all_before	4,260	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr	4,259	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_03yr	4,258	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_10yr_01yr	4,258	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	sd_Sea_Surface_Salinity_MirasSMOS_3Day_03yr	4,258	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_05yr	4,254	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_Sea_Surface_Salinity_MirasSMOS_3Day_01yr	4,246	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	q05_Sea_Surface_Salinity_MirasSMOS_3Day_01yr	4,246	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	q95_Sea_Surface_Salinity_MirasSMOS_3Day_01yr	4,246	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_03yr	4,241	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_05yr	4,234	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_03yr	4,190	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_Sea_Surface_Salinity_MirasSMOS_3Day_06mo	4,189	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	q05_Sea_Surface_Salinity_MirasSMOS_3Day_06mo	4,189	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	q95_Sea_Surface_Salinity_MirasSMOS_3Day_06mo	4,189	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	sd_Sea_Surface_Salinity_MirasSMOS_3Day_01yr	4,187	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_01yr	4,173	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01yr	4,101	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01yr	4,027	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_Sea_Surface_Salinity_MirasSMOS_3Day_03mo	4,006	19/20	2013-01-15	2023-11-15	monthly	G2
Salinity	q05_Sea_Surface_Salinity_MirasSMOS_3Day_03mo	4,006	19/20	2013-01-15	2023-11-15	monthly	G2
Salinity	q95_Sea_Surface_Salinity_MirasSMOS_3Day_03mo	4,006	19/20	2013-01-15	2023-11-15	monthly	G2
Salinity	sd_Sea_Surface_Salinity_MirasSMOS_3Day_06mo	3,982	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_06mo	3,979	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_06mo	3,928	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_06mo	3,834	19/20	2013-01-15	2023-12-15	monthly	G2
Salinity	sd_Sea_Surface_Salinity_MirasSMOS_3Day_03mo	3,474	19/20	2013-01-15	2023-11-15	monthly	G2
Salinity	mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_03mo	3,465	19/20	2013-01-15	2023-11-15	monthly	G2
Salinity	mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_03mo	3,455	19/20	2013-01-15	2023-11-15	monthly	G2
Salinity	mean_Sea_Surface_Salinity_MirasSMOS_3Day_01dy	3,353	19/20	2013-01-15	2023-10-15	monthly	G2
Salinity	mean_Sea_Surface_Salinity_MirasSMOS_3Day_01mo	3,353	19/20	2013-01-15	2023-10-15	monthly	G2
Salinity	mean_Sea_Surface_Salinity_MirasSMOS_3Day_01wk	3,353	19/20	2013-01-15	2023-10-15	monthly	G2
Salinity	q05_Sea_Surface_Salinity_MirasSMOS_3Day_01dy	3,353	19/20	2013-01-15	2023-10-15	monthly	G2
Salinity	q05_Sea_Surface_Salinity_MirasSMOS_3Day_01mo	3,353	19/20	2013-01-15	2023-10-15	monthly	G2
Salinity	q05_Sea_Surface_Salinity_MirasSMOS_3Day_01wk	3,353	19/20	2013-01-15	2023-10-15	monthly	G2
Salinity	q95_Sea_Surface_Salinity_MirasSMOS_3Day_01dy	3,353	19/20	2013-01-15	2023-10-15	monthly	G2
Salinity	q95_Sea_Surface_Salinity_MirasSMOS_3Day_01mo	3,353	19/20	2013-01-15	2023-10-15	monthly	G2
Salinity	q95_Sea_Surface_Salinity_MirasSMOS_3Day_01wk	3,353	19/20	2013-01-15	2023-10-15	monthly	G2
Salinity	mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_03mo	3,125	19/20	2013-01-15	2023-08-15	monthly	G2
Salinity	mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_01dy	0	0/20			insufficient	G1
Salinity	mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_01mo	0	0/20			insufficient	G1
Salinity	mean_annual_range_Sea_Surface_Salinity_MirasSMOS_3Day_01wk	0	0/20			insufficient	G1
Salinity	mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01dy	0	0/20			insufficient	G1
Salinity	mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01mo	0	0/20			insufficient	G1
Salinity	mean_biweekly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01wk	0	0/20			insufficient	G1
Salinity	mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01dy	0	0/20			insufficient	G1
Salinity	mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01mo	0	0/20			insufficient	G1
Salinity	mean_monthly_range_Sea_Surface_Salinity_MirasSMOS_3Day_01wk	0	0/20			insufficient	G1
Salinity	sd_Sea_Surface_Salinity_MirasSMOS_3Day_01dy	0	0/20			insufficient	G1
Salinity	sd_Sea_Surface_Salinity_MirasSMOS_3Day_01mo	0	0/20			insufficient	G1
Salinity	sd_Sea_Surface_Salinity_MirasSMOS_3Day_01wk	0	0/20			insufficient	G1
Temperature	mean_Sea_Surface_Temperature_CRW_daily_01dy	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_Sea_Surface_Temperature_CRW_daily_01mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_Sea_Surface_Temperature_CRW_daily_01wk	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_Sea_Surface_Temperature_CRW_daily_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_Sea_Surface_Temperature_CRW_daily_03mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_Sea_Surface_Temperature_CRW_daily_03yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_Sea_Surface_Temperature_CRW_daily_05yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_Sea_Surface_Temperature_CRW_daily_06mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_Sea_Surface_Temperature_CRW_daily_10yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_Sea_Surface_Temperature_CRW_daily_10yr_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_Sea_Surface_Temperature_CRW_daily_all_before	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_annual_range_Sea_Surface_Temperature_CRW_daily_01mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_annual_range_Sea_Surface_Temperature_CRW_daily_01wk	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_annual_range_Sea_Surface_Temperature_CRW_daily_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_annual_range_Sea_Surface_Temperature_CRW_daily_03mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_annual_range_Sea_Surface_Temperature_CRW_daily_03yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_annual_range_Sea_Surface_Temperature_CRW_daily_05yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_annual_range_Sea_Surface_Temperature_CRW_daily_06mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_annual_range_Sea_Surface_Temperature_CRW_daily_10yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_annual_range_Sea_Surface_Temperature_CRW_daily_10yr_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_annual_range_Sea_Surface_Temperature_CRW_daily_all_before	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_01mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_01wk	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_03mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_03yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_05yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_06mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_10yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_10yr_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_all_before	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_monthly_range_Sea_Surface_Temperature_CRW_daily_01mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_monthly_range_Sea_Surface_Temperature_CRW_daily_01wk	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_monthly_range_Sea_Surface_Temperature_CRW_daily_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_monthly_range_Sea_Surface_Temperature_CRW_daily_03mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_monthly_range_Sea_Surface_Temperature_CRW_daily_03yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_monthly_range_Sea_Surface_Temperature_CRW_daily_05yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_monthly_range_Sea_Surface_Temperature_CRW_daily_06mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_monthly_range_Sea_Surface_Temperature_CRW_daily_10yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_monthly_range_Sea_Surface_Temperature_CRW_daily_10yr_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_monthly_range_Sea_Surface_Temperature_CRW_daily_all_before	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q05_Sea_Surface_Temperature_CRW_daily_01dy	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q05_Sea_Surface_Temperature_CRW_daily_01mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q05_Sea_Surface_Temperature_CRW_daily_01wk	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q05_Sea_Surface_Temperature_CRW_daily_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q05_Sea_Surface_Temperature_CRW_daily_03mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q05_Sea_Surface_Temperature_CRW_daily_03yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q05_Sea_Surface_Temperature_CRW_daily_05yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q05_Sea_Surface_Temperature_CRW_daily_06mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q05_Sea_Surface_Temperature_CRW_daily_10yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q05_Sea_Surface_Temperature_CRW_daily_10yr_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q05_Sea_Surface_Temperature_CRW_daily_all_before	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q95_Sea_Surface_Temperature_CRW_daily_01dy	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q95_Sea_Surface_Temperature_CRW_daily_01mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q95_Sea_Surface_Temperature_CRW_daily_01wk	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q95_Sea_Surface_Temperature_CRW_daily_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q95_Sea_Surface_Temperature_CRW_daily_03mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q95_Sea_Surface_Temperature_CRW_daily_03yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q95_Sea_Surface_Temperature_CRW_daily_05yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q95_Sea_Surface_Temperature_CRW_daily_06mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q95_Sea_Surface_Temperature_CRW_daily_10yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q95_Sea_Surface_Temperature_CRW_daily_10yr_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	q95_Sea_Surface_Temperature_CRW_daily_all_before	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	sd_Sea_Surface_Temperature_CRW_daily_01mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	sd_Sea_Surface_Temperature_CRW_daily_01wk	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	sd_Sea_Surface_Temperature_CRW_daily_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	sd_Sea_Surface_Temperature_CRW_daily_03mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	sd_Sea_Surface_Temperature_CRW_daily_03yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	sd_Sea_Surface_Temperature_CRW_daily_05yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	sd_Sea_Surface_Temperature_CRW_daily_06mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	sd_Sea_Surface_Temperature_CRW_daily_10yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	sd_Sea_Surface_Temperature_CRW_daily_10yr_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	sd_Sea_Surface_Temperature_CRW_daily_all_before	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Temperature	mean_annual_range_Sea_Surface_Temperature_CRW_daily_01dy	0	0/20			insufficient	G1
Temperature	mean_biweekly_range_Sea_Surface_Temperature_CRW_daily_01dy	0	0/20			insufficient	G1
Temperature	mean_monthly_range_Sea_Surface_Temperature_CRW_daily_01dy	0	0/20			insufficient	G1
Temperature	sd_Sea_Surface_Temperature_CRW_daily_01dy	0	0/20			insufficient	G1
Temporal	date	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	Degree_Heating_Weeks_CRW_daily_01dy	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	Degree_Heating_Weeks_CRW_daily_01mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	Degree_Heating_Weeks_CRW_daily_01wk	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	Degree_Heating_Weeks_CRW_daily_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	Degree_Heating_Weeks_CRW_daily_03mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	Degree_Heating_Weeks_CRW_daily_03yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	Degree_Heating_Weeks_CRW_daily_05yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	Degree_Heating_Weeks_CRW_daily_06mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	Degree_Heating_Weeks_CRW_daily_10yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	Degree_Heating_Weeks_CRW_daily_10yr_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	Degree_Heating_Weeks_CRW_daily_all_before	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_Degree_Heating_Weeks_CRW_daily_01dy	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_Degree_Heating_Weeks_CRW_daily_01mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_Degree_Heating_Weeks_CRW_daily_01wk	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_Degree_Heating_Weeks_CRW_daily_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_Degree_Heating_Weeks_CRW_daily_03mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_Degree_Heating_Weeks_CRW_daily_03yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_Degree_Heating_Weeks_CRW_daily_05yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_Degree_Heating_Weeks_CRW_daily_06mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_Degree_Heating_Weeks_CRW_daily_10yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_Degree_Heating_Weeks_CRW_daily_10yr_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_Degree_Heating_Weeks_CRW_daily_all_before	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_major_Degree_Heating_Weeks_CRW_daily_01dy	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_major_Degree_Heating_Weeks_CRW_daily_01mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_major_Degree_Heating_Weeks_CRW_daily_01wk	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_major_Degree_Heating_Weeks_CRW_daily_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_major_Degree_Heating_Weeks_CRW_daily_03mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_major_Degree_Heating_Weeks_CRW_daily_03yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_major_Degree_Heating_Weeks_CRW_daily_05yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_major_Degree_Heating_Weeks_CRW_daily_06mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_major_Degree_Heating_Weeks_CRW_daily_10yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_major_Degree_Heating_Weeks_CRW_daily_10yr_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	YearsToLast_major_Degree_Heating_Weeks_CRW_daily_all_before	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	major_Degree_Heating_Weeks_CRW_daily_01dy	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	major_Degree_Heating_Weeks_CRW_daily_01mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	major_Degree_Heating_Weeks_CRW_daily_01wk	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	major_Degree_Heating_Weeks_CRW_daily_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	major_Degree_Heating_Weeks_CRW_daily_03mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	major_Degree_Heating_Weeks_CRW_daily_03yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	major_Degree_Heating_Weeks_CRW_daily_05yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	major_Degree_Heating_Weeks_CRW_daily_06mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	major_Degree_Heating_Weeks_CRW_daily_10yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	major_Degree_Heating_Weeks_CRW_daily_10yr_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	major_Degree_Heating_Weeks_CRW_daily_all_before	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_Degree_Heating_Weeks_CRW_daily_01dy	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_Degree_Heating_Weeks_CRW_daily_01mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_Degree_Heating_Weeks_CRW_daily_01wk	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_Degree_Heating_Weeks_CRW_daily_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_Degree_Heating_Weeks_CRW_daily_03mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_Degree_Heating_Weeks_CRW_daily_03yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_Degree_Heating_Weeks_CRW_daily_05yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_Degree_Heating_Weeks_CRW_daily_06mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_Degree_Heating_Weeks_CRW_daily_10yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_Degree_Heating_Weeks_CRW_daily_10yr_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_Degree_Heating_Weeks_CRW_daily_all_before	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_01dy	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_01mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_01wk	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_03mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_03yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_05yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_06mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	maximum_maximum_major_Degree_Heating_Weeks_CRW_daily_all_before	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_durnal_Degree_Heating_Weeks_CRW_daily_all_before	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_Degree_Heating_Weeks_CRW_daily_01dy	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_Degree_Heating_Weeks_CRW_daily_01mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_Degree_Heating_Weeks_CRW_daily_01wk	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_Degree_Heating_Weeks_CRW_daily_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_Degree_Heating_Weeks_CRW_daily_03mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_Degree_Heating_Weeks_CRW_daily_03yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_Degree_Heating_Weeks_CRW_daily_05yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_Degree_Heating_Weeks_CRW_daily_06mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_Degree_Heating_Weeks_CRW_daily_10yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_Degree_Heating_Weeks_CRW_daily_10yr_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_Degree_Heating_Weeks_CRW_daily_all_before	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_major_Degree_Heating_Weeks_CRW_daily_01dy	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_major_Degree_Heating_Weeks_CRW_daily_01mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_major_Degree_Heating_Weeks_CRW_daily_01wk	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_major_Degree_Heating_Weeks_CRW_daily_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_major_Degree_Heating_Weeks_CRW_daily_03mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_major_Degree_Heating_Weeks_CRW_daily_03yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_major_Degree_Heating_Weeks_CRW_daily_05yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_major_Degree_Heating_Weeks_CRW_daily_06mo	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr_01yr	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	mean_maximum_major_Degree_Heating_Weeks_CRW_daily_all_before	4,548	20/20	2013-01-15	2023-12-15	monthly	G4
Thermal Stress	ci95_maximum_Degree_Heating_Weeks_CRW_daily_all_before	4,411	20/20	2013-01-15	2023-12-15	monthly	G3
Thermal Stress	mean_durnal_Degree_Heating_Weeks_CRW_daily_10yr	4,411	20/20	2013-01-15	2023-12-15	monthly	G3
Thermal Stress	mean_durnal_Degree_Heating_Weeks_CRW_daily_05yr	4,399	20/20	2013-01-15	2023-12-15	monthly	G3
Thermal Stress	mean_durnal_Degree_Heating_Weeks_CRW_daily_10yr_01yr	4,352	20/20	2013-01-15	2023-12-15	monthly	G3
Thermal Stress	mean_durnal_Degree_Heating_Weeks_CRW_daily_03yr	4,351	20/20	2013-01-15	2023-12-15	monthly	G3
Thermal Stress	ci95_maximum_Degree_Heating_Weeks_CRW_daily_10yr	4,288	20/20	2013-01-15	2023-12-15	monthly	G3
Thermal Stress	mean_durnal_major_Degree_Heating_Weeks_CRW_daily_all_before	4,226	20/20	2013-01-15	2023-12-15	monthly	G2
Thermal Stress	ci95_maximum_Degree_Heating_Weeks_CRW_daily_10yr_01yr	4,188	20/20	2013-01-15	2023-12-15	monthly	G2
Thermal Stress	ci95_maximum_Degree_Heating_Weeks_CRW_daily_05yr	4,174	20/20	2013-01-15	2023-12-15	monthly	G2
Thermal Stress	ci95_maximum_Degree_Heating_Weeks_CRW_daily_03yr	3,956	20/20	2013-01-15	2023-12-15	monthly	G2
Thermal Stress	mean_durnal_major_Degree_Heating_Weeks_CRW_daily_10yr	3,875	19/20	2013-01-15	2023-12-15	monthly	G2
Thermal Stress	mean_durnal_Degree_Heating_Weeks_CRW_daily_01yr	3,717	20/20	2013-01-15	2023-12-15	monthly	G2
Thermal Stress	mean_durnal_major_Degree_Heating_Weeks_CRW_daily_10yr_01yr	3,569	19/20	2013-01-15	2023-12-15	monthly	G2
Thermal Stress	ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_all_before	3,546	18/20	2013-01-15	2023-12-15	monthly	G2
Thermal Stress	mean_durnal_major_Degree_Heating_Weeks_CRW_daily_05yr	3,407	19/20	2013-01-15	2023-12-15	monthly	G2
Thermal Stress	mean_durnal_Degree_Heating_Weeks_CRW_daily_06mo	2,997	20/20	2013-01-15	2023-12-15	monthly	G2
Thermal Stress	mean_durnal_major_Degree_Heating_Weeks_CRW_daily_03yr	2,933	19/20	2014-01-15	2023-12-15	monthly	G2
Thermal Stress	ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr	2,447	18/20	2013-01-15	2023-12-15	monthly	G2
Thermal Stress	mean_durnal_Degree_Heating_Weeks_CRW_daily_03mo	2,167	20/20	2013-01-15	2023-12-15	monthly	G1
Thermal Stress	ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_10yr_01yr	1,940	17/20	2013-01-15	2023-12-15	monthly	G1
Thermal Stress	ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_05yr	1,729	13/20	2014-07-15	2023-12-15	monthly	G1
Thermal Stress	mean_durnal_Degree_Heating_Weeks_CRW_daily_01mo	1,588	20/20	2013-08-15	2023-12-15	monthly	G1
Thermal Stress	mean_durnal_major_Degree_Heating_Weeks_CRW_daily_01yr	1,563	19/20	2014-01-15	2023-12-15	monthly	G1
Thermal Stress	mean_durnal_Degree_Heating_Weeks_CRW_daily_01wk	1,372	20/20	2013-08-15	2023-12-15	monthly	G1
Thermal Stress	mean_durnal_Degree_Heating_Weeks_CRW_daily_01dy	1,301	20/20	2013-08-15	2023-12-15	monthly	G1
Thermal Stress	ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_03yr	1,101	10/20	2014-07-15	2023-12-15	monthly	G1
Thermal Stress	ci95_maximum_Degree_Heating_Weeks_CRW_daily_01yr	1,082	20/20	2013-08-15	2023-11-15	monthly	G1
Thermal Stress	mean_durnal_major_Degree_Heating_Weeks_CRW_daily_06mo	980	19/20	2014-01-15	2023-12-15	monthly	G1
Thermal Stress	mean_durnal_major_Degree_Heating_Weeks_CRW_daily_03mo	631	19/20	2014-01-15	2023-12-15	monthly	G1
Thermal Stress	mean_durnal_major_Degree_Heating_Weeks_CRW_daily_01mo	406	19/20	2014-07-15	2023-11-15	monthly	G1
Thermal Stress	mean_durnal_major_Degree_Heating_Weeks_CRW_daily_01wk	352	19/20	2014-07-15	2023-11-15	monthly	G1
Thermal Stress	mean_durnal_major_Degree_Heating_Weeks_CRW_daily_01dy	300	19/20	2014-07-15	2023-10-15	monthly	G1
Thermal Stress	ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_01yr	114	10/20	2014-07-15	2023-10-15	monthly	G1
Thermal Stress	ci95_maximum_Degree_Heating_Weeks_CRW_daily_06mo	47	6/20	2014-06-15	2022-06-15	irregular	G1
Thermal Stress	ci95_maximum_Degree_Heating_Weeks_CRW_daily_01dy	0	0/20			insufficient	G1
Thermal Stress	ci95_maximum_Degree_Heating_Weeks_CRW_daily_01mo	0	0/20			insufficient	G1
Thermal Stress	ci95_maximum_Degree_Heating_Weeks_CRW_daily_01wk	0	0/20			insufficient	G1
Thermal Stress	ci95_maximum_Degree_Heating_Weeks_CRW_daily_03mo	0	0/20			insufficient	G1
Thermal Stress	ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_01dy	0	0/20			insufficient	G1
Thermal Stress	ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_01mo	0	0/20			insufficient	G1
Thermal Stress	ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_01wk	0	0/20			insufficient	G1
Thermal Stress	ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_03mo	0	0/20			insufficient	G1
Thermal Stress	ci95_maximum_major_Degree_Heating_Weeks_CRW_daily_06mo	0	0/20			insufficient	G1

Color Key: G1 (red, least values) → G5 (green, most values).

Value Group	Non-NA Count Range
G1	0–2,350
G2	2,350–4,260
G3	4,260–4,464
G4	4,464–4,548
G5	4,548–4,549

4.2 Parameters to focus on

Based on the above, we focus on the following: Temperature: mean_Sea_Surface_Temperature_CRW_daily_01dy Thermal Stress: Degree_Heating_Weeks_CRW_daily_01wk

Focused Environmental Parameters — Coverage Summary

Category	Parameter	# Values	Sites (of total)	Start	End
Temperature	mean_Sea_Surface_Temperature_CRW_daily_01mo	4548	20/20	2013-01-15	2023-12-15
Salinity	mean_Sea_Surface_Salinity_MirasSMOS_3Day_03mo	4006	19/20	2013-01-15	2023-11-15
Chlorophyll	mean_Chlorophyll_A_ESA_OC_CCI_v6.0_monthly_01yr	4464	19/20	2013-01-15	2023-12-15
PAR / Light	mean_PAR_NASA_VIIRS_monthly_01dy	4280	19/20	2013-01-15	2022-07-15
Phytoplankton	mean_Median_Phytoplankton_Size_NOAA_PIFSC_monthly_03mo	2121	9/20	2013-01-15	2022-12-15
Geospatial	lat	4548	20/20	2013-01-15	2023-12-15
Geospatial	lon	4548	20/20	2013-01-15	2023-12-15
Metadata	basin	4548	20/20	2013-01-15	2023-12-15
Metadata	loc1	4548	20/20	2013-01-15	2023-12-15
Metadata	loc1.2	4548	20/20	2013-01-15	2023-12-15

4.3 Environmental data stats

Environmental Stats by Site

location				date coverage		SST				Salinity				Chlorophyll-a				PAR				Phytoplankton size
basin	loc1	loc2	loc1.2	startDate	endDate	n_SST	mean_SST	sd_SST	se_SST	n_SSS	mean_SSS	sd_SSS	se_SSS	n_CHL	mean_CHL	sd_CHL	se_CHL	n_PAR	mean_PAR	sd_PAR	se_PAR	n_PHYTO	mean_PHYTO	sd_PHYTO	se_PHYTO
atlantic	caribbean	puertoRico	caribbean.puertoRico	2017-01-15	2022-12-15	336	27.87634	1.0268031	0.0560167	242	36.32806	1.0818426	0.0695435	336	0.3200344	0.1049213	0.0057239	321	45.69313	6.601661	0.3684688	0
atlantic	caribbean	saintCroix	caribbean.saintCroix	2014-01-15	2022-12-15	360	27.86278	1.0055094	0.0529950	360	35.68132	0.8992621	0.0473953	360	0.1672140	0.0377613	0.0019902	340	46.32382	6.746828	0.3658981	0
atlantic	caribbean	saintJohn	caribbean.saintJohn	2017-01-15	2022-12-15	216	27.72059	1.0572820	0.0719389	0				216	0.2326055	0.0273086	0.0018581	201	46.97734	6.938433	0.4893993	0
atlantic	caribbean	saintThomas	caribbean.saintThomas	2014-01-15	2022-12-15	252	27.76114	1.0286264	0.0647974	221	36.19788	0.9978143	0.0671203	252	0.2286902	0.0448547	0.0028256	237	45.45162	6.740469	0.4378405	0
atlantic	florida	dryTortugas	florida.dryTortugas	2015-01-15	2021-12-15	84	26.74598	2.6320760	0.2871830	84	36.00599	0.6300694	0.0687462	0				0				0
atlantic	florida	keys	florida.keys	2016-01-15	2023-12-15	192	27.38606	2.2468661	0.1621536	188	36.82608	0.9363907	0.0682933	192	0.2195421	0.0162424	0.0011722	158	44.22992	9.890582	0.7868525	0
atlantic	flowerGardenBanks	flowerGardenBanks	flowerGardenBanks.flowerGardenBanks	2015-01-15	2022-12-15	96	25.71475	3.2534921	0.3320581	95	34.96236	1.4652931	0.1503359	96	0.2543008	0.0353510	0.0036080	91	39.41053	11.793893	1.2363360	0
pacific	marianas	guam	marianas.guam	2014-01-15	2022-12-15	432	28.90835	0.7827113	0.0376582	430	33.76275	0.5464061	0.0263500	432	0.0552559	0.0086824	0.0004177	412	44.22213	5.910617	0.2911952	324	0.9394456	0.0758588	0.0042144
pacific	marianas	maug	marianas.maug	2014-01-15	2022-12-15	396	28.36595	1.4315559	0.0719384	379	34.51032	0.5073542	0.0260610	396	0.0593293	0.0050413	0.0002533	376	44.76522	8.220151	0.4239219	396	0.9690120	0.0893924	0.0044921
pacific	marianas	pagan	marianas.pagan	2014-01-15	2022-12-15	432	28.66478	1.1579106	0.0557100	432	34.35408	0.4504119	0.0216705	432	0.0646411	0.0164810	0.0007929	412	43.98135	7.200212	0.3547290	411	0.9308673	0.0764679	0.0037719
pacific	marianas	saipan	marianas.saipan	2014-01-15	2022-12-15	396	28.80200	0.8831598	0.0443804	396	34.20247	0.3658608	0.0183852	396	0.0713085	0.0145905	0.0007332	376	45.35685	6.419172	0.3310435	323	1.3583190	0.4460578	0.0248193
pacific	middleHawaiianIslands	hawaii	middleHawaiianIslands.hawaii	2013-01-15	2019-12-15	252	26.06691	1.1263578	0.0709539	234	33.17818	1.3723052	0.0897104	252	0.0983016	0.0067546	0.0004255	252	42.88309	7.865416	0.4954746	84	1.2295639	0.0993023	0.0108348
pacific	middleHawaiianIslands	oahu	middleHawaiianIslands.oahu	2013-01-15	2019-12-15	252	25.70523	1.2537675	0.0789799	173	34.39870	1.3059469	0.0992893	252	0.1229885	0.0190210	0.0011982	252	43.40694	8.627460	0.5434789	216	1.6914481	0.4307741	0.0293105
pacific	northwestHawaiianIslands	pearlHermes	northwestHawaiianIslands.pearlHermes	2013-01-15	2019-12-15	84	23.95309	2.6147291	0.2852903	84	35.14682	0.3905892	0.0426168	84	0.0938650	0.0082375	0.0008988	84	40.64833	11.512870	1.2561571	84	2.7592708	0.2926859	0.0319347
pacific	pacificRemoteIslandArea	jarvis	pacificRemoteIslandArea.jarvis	2015-01-15	2018-12-15	96	27.71131	1.3301652	0.1357594	96	35.03745	0.3986195	0.0406839	96	0.2111132	0.0303573	0.0030983	96	49.39280	4.873096	0.4973583	0
pacific	pacificRemoteIslandArea	palmyra	pacificRemoteIslandArea.palmyra	2015-01-15	2018-12-15	144	28.68827	0.5872159	0.0489347	144	34.06319	0.4180630	0.0348386	144	0.1332477	0.0252595	0.0021050	144	41.16095	4.741580	0.3951316	139	1.6580869	0.2678883	0.0227220
pacific	pacificRemoteIslandArea	wake	pacificRemoteIslandArea.wake	2014-01-15	2017-12-15	144	27.93364	1.2859842	0.1071654	144	34.84642	0.3162820	0.0263568	144	0.0507492	0.0017582	0.0001465	144	44.57235	7.437176	0.6197647	144	1.0891304	0.3179418	0.0264951
pacific	samoa	ofu	samoa.ofu	2015-01-15	2018-12-15	96	28.91033	0.7202139	0.0735065	96	34.16768	1.2659702	0.1292075	96	0.0669868	0.0071115	0.0007258	96	41.99870	6.639070	0.6775972	0
pacific	samoa	tau	samoa.tau	2015-01-15	2018-12-15	96	28.87373	0.7372825	0.0752486	96	34.45503	0.8047850	0.0821380	96	0.0713949	0.0098823	0.0010086	96	41.30482	6.597556	0.6733603	0
pacific	samoa	tutuila	samoa.tutuila	2015-01-15	2018-12-15	192	28.86557	0.7668384	0.0553418	112	33.47796	2.9346935	0.2773025	192	0.1038933	0.0136465	0.0009849	192	41.38357	6.316282	0.4558384	0

4.4 Environmental data by site

4.4.1 Boxplots

4.4.2 Time series

5 Spatial analysis of BAR data

5.1 Statistical model of BAR data by loc2 in loc1

5.1.1 ANOVA for deltaMass_mgcm2y

5.1.1.1 ANOVA table for deltaMass_mgcm2y

term	df	sumsq	meansq	statistic	p.value
loc1	7	158725.6	22675.090	16.1785	<0.0001
loc1:loc2	12	59975.1	4997.925	3.5660	<0.0001
Residuals	388	543803.3	1401.555

5.1.1.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): deltaMass_mgcm2y

contrast	estimate	SE	df	t.ratio	p.value
caribbean - florida	-18.0162	7.0073	388	-2.5710	0.1698
caribbean - flowerGardenBanks	51.1504	11.6674	388	4.3841	4e-04
caribbean - marianas	2.0107	5.6935	388	0.3531	1
caribbean - middleHawaiianIslands	1.4470	7.1145	388	0.2034	1
caribbean - northwestHawaiianIslands	-16.5578	9.8588	388	-1.6795	0.7006
caribbean - pacificRemoteIslandArea	38.3861	8.6612	388	4.4320	3e-04
caribbean - samoa	-42.3368	8.3211	388	-5.0879	<0.0001
florida - flowerGardenBanks	69.1666	12.1065	388	5.7132	<0.0001
florida - marianas	20.0268	6.5465	388	3.0592	0.0484
florida - middleHawaiianIslands	19.4632	7.8139	388	2.4909	0.2024
florida - northwestHawaiianIslands	1.4584	10.3748	388	0.1406	1
florida - pacificRemoteIslandArea	56.4023	9.2443	388	6.1013	<0.0001
florida - samoa	-24.3206	8.9264	388	-2.7246	0.1183
flowerGardenBanks - marianas	-49.1397	11.3965	388	-4.3118	5e-04
flowerGardenBanks - middleHawaiianIslands	-49.7034	12.1689	388	-4.0845	0.0014
flowerGardenBanks - northwestHawaiianIslands	-67.7081	13.9521	388	-4.8529	<0.0001
flowerGardenBanks - pacificRemoteIslandArea	-12.7642	13.1332	388	-0.9719	0.9781
flowerGardenBanks - samoa	-93.4872	12.9114	388	-7.2406	<0.0001
marianas - middleHawaiianIslands	-0.5637	6.6610	388	-0.0846	1
marianas - northwestHawaiianIslands	-18.5684	9.5367	388	-1.9470	0.5193
marianas - pacificRemoteIslandArea	36.3755	8.2927	388	4.3864	4e-04
marianas - samoa	-44.3475	7.9369	388	-5.5875	<0.0001
middleHawaiianIslands - northwestHawaiianIslands	-18.0048	10.4474	388	-1.7234	0.672
middleHawaiianIslands - pacificRemoteIslandArea	36.9392	9.3257	388	3.9610	0.0022
middleHawaiianIslands - samoa	-43.7838	9.0108	388	-4.8591	<0.0001
northwestHawaiianIslands - pacificRemoteIslandArea	54.9439	11.5563	388	4.7544	<0.0001
northwestHawaiianIslands - samoa	-25.7791	11.3037	388	-2.2806	0.307
pacificRemoteIslandArea - samoa	-80.7230	10.2759	388	-7.8556	<0.0001

5.1.1.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: deltaMass_mgcm2y

loc1	contrast	estimate	SE	df	t.ratio	p.value
caribbean	puertoRico - saintCroix	-4.3006	9.2028	388	-0.4673	0.9662
caribbean	puertoRico - saintJohn	15.5759	13.3317	388	1.1683	0.6472
caribbean	puertoRico - saintThomas	19.5221	12.9903	388	1.5028	0.4368
caribbean	saintCroix - saintJohn	19.8764	11.8554	388	1.6766	0.3375
caribbean	saintCroix - saintThomas	23.8227	11.4703	388	2.0769	0.1625
caribbean	saintJohn - saintThomas	3.9463	14.9869	388	0.2633	0.9936
florida	dryTortugas - keys	-27.3445	10.9127	388	-2.5058	0.0126
flowerGardenBanks	(nothing)
marianas	guam - maug	1.6223	10.2284	388	0.1586	0.9986
marianas	guam - pagan	-15.4165	10.5138	388	-1.4663	0.4589
marianas	guam - saipan	31.6008	11.2995	388	2.7967	0.0277
marianas	maug - pagan	-17.0389	9.0376	388	-1.8853	0.236
marianas	maug - saipan	29.9784	9.9407	388	3.0157	0.0145
marianas	pagan - saipan	47.0173	10.2340	388	4.5942	<0.0001
middleHawaiianIslands	hawaii - oahu	7.4447	11.1865	388	0.6655	0.5061
northwestHawaiianIslands	(nothing)
pacificRemoteIslandArea	jarvis - palmyra	2.3805	19.0002	388	0.1253	0.9914
pacificRemoteIslandArea	jarvis - wake	33.9402	19.3326	388	1.7556	0.1861
pacificRemoteIslandArea	palmyra - wake	31.5597	16.3576	388	1.9294	0.1318
samoa	ofu - tau	-35.1866	19.3757	388	-1.8160	0.1657
samoa	ofu - tutuila	-9.2327	16.5526	388	-0.5578	0.8425
samoa	tau - tutuila	25.9539	15.7785	388	1.6449	0.2281

---

5.1.2 ANOVA for deltaVolume_mm3cm2y

5.1.2.1 ANOVA table for deltaVolume_mm3cm2y

term	df	sumsq	meansq	statistic	p.value
loc1	7	82559.51	11794.2151	13.4457	<0.0001
loc1:loc2	10	29363.60	2936.3598	3.3475	4e-04
Residuals	349	306132.71	877.1711

5.1.2.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): deltaVolume_mm3cm2y

contrast	estimate	SE	df	t.ratio	p.value
caribbean - florida	0.2035	6.2624	349	0.0325	1
caribbean - flowerGardenBanks	49.0624	9.6790	349	5.0690	<0.0001
caribbean - marianas	12.2944	5.3694	349	2.2897	0.3022
caribbean - middleHawaiianIslands	7.1989	6.3376	349	1.1359	0.9485
caribbean - northwestHawaiianIslands	-6.4006	8.3257	349	-0.7688	0.9946
caribbean - pacificRemoteIslandArea	34.4223	8.5186	349	4.0409	0.0017
caribbean - samoa	-28.3802	7.3186	349	-3.8778	0.0031
florida - flowerGardenBanks	48.8589	9.5776	349	5.1014	<0.0001
florida - marianas	12.0909	5.1843	349	2.3322	0.2791
florida - middleHawaiianIslands	6.9954	6.1816	349	1.1316	0.9495
florida - northwestHawaiianIslands	-6.6042	8.2076	349	-0.8046	0.9928
florida - pacificRemoteIslandArea	34.2188	8.4032	349	4.0721	0.0015
florida - samoa	-28.5837	7.1839	349	-3.9788	0.0021
flowerGardenBanks - marianas	-36.7680	9.0190	349	-4.0767	0.0014
flowerGardenBanks - middleHawaiianIslands	-41.8635	9.6269	349	-4.3486	5e-04
flowerGardenBanks - northwestHawaiianIslands	-55.4631	11.0376	349	-5.0249	<0.0001
flowerGardenBanks - pacificRemoteIslandArea	-14.6402	11.1838	349	-1.3090	0.8951
flowerGardenBanks - samoa	-77.4426	10.2992	349	-7.5193	<0.0001
marianas - middleHawaiianIslands	-5.0955	5.2749	349	-0.9660	0.9788
marianas - northwestHawaiianIslands	-18.6951	7.5483	349	-2.4767	0.2089
marianas - pacificRemoteIslandArea	22.1278	7.7605	349	2.8514	0.0861
marianas - samoa	-40.6746	6.4203	349	-6.3353	<0.0001
middleHawaiianIslands - northwestHawaiianIslands	-13.5996	8.2651	349	-1.6454	0.7222
middleHawaiianIslands - pacificRemoteIslandArea	27.2233	8.4593	349	3.2181	0.0303
middleHawaiianIslands - samoa	-35.5791	7.2496	349	-4.9078	<0.0001
northwestHawaiianIslands - pacificRemoteIslandArea	40.8229	10.0355	349	4.0678	0.0015
northwestHawaiianIslands - samoa	-21.9796	9.0393	349	-2.4316	0.2295
pacificRemoteIslandArea - samoa	-62.8025	9.2172	349	-6.8136	<0.0001

5.1.2.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: deltaVolume_mm3cm2y

loc1	contrast	estimate	SE	df	t.ratio	p.value
caribbean	puertoRico - saintCroix	6.6596	9.0742	349	0.7339	0.4635
florida	dryTortugas - keys	-16.9935	8.6331	349	-1.9684	0.0498
flowerGardenBanks	(nothing)
marianas	guam - maug	4.2533	8.0918	349	0.5256	0.9529
marianas	guam - pagan	-11.9748	8.3705	349	-1.4306	0.4811
marianas	guam - saipan	25.0908	8.9391	349	2.8069	0.027
marianas	maug - pagan	-16.2281	7.2113	349	-2.2504	0.112
marianas	maug - saipan	20.8376	7.8642	349	2.6497	0.0417
marianas	pagan - saipan	37.0656	8.1507	349	4.5475	<0.0001
middleHawaiianIslands	hawaii - oahu	4.5001	8.8498	349	0.5085	0.6114
northwestHawaiianIslands	(nothing)
pacificRemoteIslandArea	jarvis - palmyra	-7.1764	19.4963	349	-0.3681	0.9281
pacificRemoteIslandArea	jarvis - wake	10.8203	19.4963	349	0.5550	0.844
pacificRemoteIslandArea	palmyra - wake	17.9967	13.2452	349	1.3587	0.3638
samoa	ofu - tau	-29.9103	15.8310	349	-1.8893	0.1433
samoa	ofu - tutuila	1.1479	13.0949	349	0.0877	0.9958
samoa	tau - tutuila	31.0581	13.0949	349	2.3718	0.0478

---

5.1.3 ANOVA for deltaDensity_mgcm3cm2y

5.1.3.1 ANOVA table for deltaDensity_mgcm3cm2y

term	df	sumsq	meansq	statistic	p.value
loc1	7	76.5124	10.9303	11.8897	<0.0001
loc1:loc2	9	11.6094	1.2899	1.4031	0.1862
Residuals	287	263.8432	0.9193

5.1.3.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): deltaDensity_mgcm3cm2y

contrast	estimate	SE	df	t.ratio	p.value
caribbean - florida	0.1381	0.2036	287	0.6783	0.9975
caribbean - flowerGardenBanks	-0.6169	0.3139	287	-1.9653	0.5073
caribbean - marianas	-0.2333	0.1978	287	-1.1793	0.9373
caribbean - middleHawaiianIslands	-0.0987	0.2060	287	-0.4788	0.9997
caribbean - northwestHawaiianIslands	0.0474	0.2702	287	0.1756	1
caribbean - pacificRemoteIslandArea	0.5720	0.3486	287	1.6408	0.7251
caribbean - samoa	1.4013	0.2377	287	5.8956	<0.0001
florida - flowerGardenBanks	-0.7551	0.3101	287	-2.4352	0.2285
florida - marianas	-0.3714	0.1916	287	-1.9381	0.5259
florida - middleHawaiianIslands	-0.2368	0.2001	287	-1.1832	0.9362
florida - northwestHawaiianIslands	-0.0907	0.2657	287	-0.3412	1
florida - pacificRemoteIslandArea	0.4339	0.3451	287	1.2571	0.9136
florida - samoa	1.2632	0.2326	287	5.4315	<0.0001
flowerGardenBanks - marianas	0.3837	0.3063	287	1.2527	0.9151
flowerGardenBanks - middleHawaiianIslands	0.5183	0.3117	287	1.6630	0.7111
flowerGardenBanks - northwestHawaiianIslands	0.6644	0.3573	287	1.8593	0.58
flowerGardenBanks - pacificRemoteIslandArea	1.1889	0.4198	287	2.8324	0.0912
flowerGardenBanks - samoa	2.0182	0.3334	287	6.0531	<0.0001
marianas - middleHawaiianIslands	0.1346	0.1942	287	0.6931	0.9971
marianas - northwestHawaiianIslands	0.2807	0.2613	287	1.0744	0.9616
marianas - pacificRemoteIslandArea	0.8053	0.3417	287	2.3564	0.2672
marianas - samoa	1.6346	0.2275	287	7.1852	<0.0001
middleHawaiianIslands - northwestHawaiianIslands	0.1461	0.2676	287	0.5460	0.9994
middleHawaiianIslands - pacificRemoteIslandArea	0.6707	0.3466	287	1.9351	0.5279
middleHawaiianIslands - samoa	1.5000	0.2347	287	6.3912	<0.0001
northwestHawaiianIslands - pacificRemoteIslandArea	0.5245	0.3882	287	1.3514	0.8781
northwestHawaiianIslands - samoa	1.3539	0.2926	287	4.6265	2e-04
pacificRemoteIslandArea - samoa	0.8293	0.3663	287	2.2642	0.3172

5.1.3.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: deltaDensity_mgcm3cm2y

loc1	contrast	estimate	SE	df	t.ratio	p.value
caribbean	puertoRico - saintCroix	0.1148	0.2962	287	0.3874	0.6987
florida	dryTortugas - keys	-0.7059	0.2795	287	-2.5256	0.0121
flowerGardenBanks	(nothing)
marianas	guam - maug	0.4615	0.3257	287	1.4171	0.4897
marianas	guam - pagan	0.4494	0.3533	287	1.2721	0.5814
marianas	guam - saipan	-0.0432	0.4308	287	-0.1002	0.9996
marianas	maug - pagan	-0.0122	0.2991	287	-0.0406	1.0000
marianas	maug - saipan	-0.5047	0.3877	287	-1.3020	0.5624
marianas	pagan - saipan	-0.4926	0.4111	287	-1.1982	0.6285
middleHawaiianIslands	hawaii - oahu	0.1220	0.2865	287	0.4259	0.6705
northwestHawaiianIslands	(nothing)
pacificRemoteIslandArea	jarvis - palmyra	-0.3790	0.6312	287	-0.6005	0.5487
samoa	ofu - tau	-0.5769	0.5125	287	-1.1257	0.4990
samoa	ofu - tutuila	0.0215	0.4239	287	0.0507	0.9986
samoa	tau - tutuila	0.5984	0.4239	287	1.4116	0.3363

---

5.1.4 ANOVA for macroboring_mm3cm2y

5.1.4.1 ANOVA table for macroboring_mm3cm2y

term	df	sumsq	meansq	statistic	p.value
loc1	7	1082.1651	154.5950	10.5022	<0.0001
loc1:loc2	12	542.8283	45.2357	3.0730	4e-04
Residuals	386	5682.0376	14.7203

5.1.4.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): macroboring_mm3cm2y

contrast	estimate	SE	df	t.ratio	p.value
caribbean - florida	-0.7500	0.7181	386	-1.0444	0.9673
caribbean - flowerGardenBanks	-4.5398	1.2942	386	-3.5077	0.0118
caribbean - marianas	-3.8111	0.5835	386	-6.5316	<0.0001
caribbean - middleHawaiianIslands	-0.1559	0.7291	386	-0.2138	1
caribbean - northwestHawaiianIslands	-4.6071	1.0104	386	-4.5598	2e-04
caribbean - pacificRemoteIslandArea	-4.2769	0.8876	386	-4.8183	<0.0001
caribbean - samoa	-1.4260	0.8528	386	-1.6722	0.7053
florida - flowerGardenBanks	-3.7898	1.3359	386	-2.8368	0.0891
florida - marianas	-3.0611	0.6709	386	-4.5627	2e-04
florida - middleHawaiianIslands	0.5941	0.8008	386	0.7420	0.9956
florida - northwestHawaiianIslands	-3.8571	1.0632	386	-3.6277	0.0077
florida - pacificRemoteIslandArea	-3.5269	0.9474	386	-3.7228	0.0055
florida - samoa	-0.6760	0.9148	386	-0.7389	0.9957
flowerGardenBanks - marianas	0.7286	1.2686	386	0.5743	0.9991
flowerGardenBanks - middleHawaiianIslands	4.3839	1.3419	386	3.2670	0.0259
flowerGardenBanks - northwestHawaiianIslands	-0.0673	1.5132	386	-0.0445	1
flowerGardenBanks - pacificRemoteIslandArea	0.2629	1.4342	386	0.1833	1
flowerGardenBanks - samoa	3.1138	1.4129	386	2.2039	0.3517
marianas - middleHawaiianIslands	3.6553	0.6826	386	5.3546	<0.0001
marianas - northwestHawaiianIslands	-0.7959	0.9774	386	-0.8144	0.9923
marianas - pacificRemoteIslandArea	-0.4657	0.8499	386	-0.5480	0.9994
marianas - samoa	2.3852	0.8134	386	2.9324	0.0691
middleHawaiianIslands - northwestHawaiianIslands	-4.4512	1.0707	386	-4.1574	0.001
middleHawaiianIslands - pacificRemoteIslandArea	-4.1210	0.9557	386	-4.3119	5e-04
middleHawaiianIslands - samoa	-1.2701	0.9235	386	-1.3754	0.868
northwestHawaiianIslands - pacificRemoteIslandArea	0.3302	1.1843	386	0.2788	1
northwestHawaiianIslands - samoa	3.1811	1.1584	386	2.7460	0.1122
pacificRemoteIslandArea - samoa	2.8509	1.0531	386	2.7071	0.1235

5.1.4.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: macroboring_mm3cm2y

loc1	contrast	estimate	SE	df	t.ratio	p.value
caribbean	puertoRico - saintCroix	-2.5254	0.9431	386	-2.6776	0.0386
caribbean	puertoRico - saintJohn	0.7791	1.3663	386	0.5702	0.9409
caribbean	puertoRico - saintThomas	-2.2789	1.3313	386	-1.7118	0.3189
caribbean	saintCroix - saintJohn	3.3044	1.2150	386	2.7197	0.0343
caribbean	saintCroix - saintThomas	0.2465	1.1755	386	0.2097	0.9967
caribbean	saintJohn - saintThomas	-3.0579	1.5359	386	-1.9910	0.1931
florida	dryTortugas - keys	-4.0477	1.1184	386	-3.6193	0.0003
flowerGardenBanks	(nothing)
marianas	guam - maug	-0.5997	1.0482	386	-0.5721	0.9404
marianas	guam - pagan	1.4682	1.0775	386	1.3627	0.5236
marianas	guam - saipan	-0.6715	1.1580	386	-0.5799	0.9381
marianas	maug - pagan	2.0679	0.9262	386	2.2327	0.1163
marianas	maug - saipan	-0.0718	1.0188	386	-0.0705	0.9999
marianas	pagan - saipan	-2.1398	1.0488	386	-2.0402	0.1751
middleHawaiianIslands	hawaii - oahu	-1.1644	1.1464	386	-1.0157	0.3104
northwestHawaiianIslands	(nothing)
pacificRemoteIslandArea	jarvis - palmyra	-1.6527	1.9472	386	-0.8487	0.6729
pacificRemoteIslandArea	jarvis - wake	-1.2736	1.9813	386	-0.6428	0.7965
pacificRemoteIslandArea	palmyra - wake	0.3790	1.6764	386	0.2261	0.9722
samoa	ofu - tau	-3.2705	1.9857	386	-1.6471	0.2273
samoa	ofu - tutuila	-2.7715	1.6964	386	-1.6338	0.2327
samoa	tau - tutuila	0.4990	1.6170	386	0.3086	0.9489

---

5.1.5 ANOVA for accretion_mm3cm2y

5.1.5.1 ANOVA table for accretion_mm3cm2y

term	df	sumsq	meansq	statistic	p.value
loc1	7	12154.087	1736.2982	11.9102	<0.0001
loc1:loc2	12	4122.303	343.5252	2.3564	0.0062
Residuals	388	56563.421	145.7820

5.1.5.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): accretion_mm3cm2y

contrast	estimate	SE	df	t.ratio	p.value
caribbean - florida	-6.1660	2.2600	388	-2.7284	0.1172
caribbean - flowerGardenBanks	1.5639	3.7629	388	0.4156	0.9999
caribbean - marianas	-4.5345	1.8362	388	-2.4695	0.2118
caribbean - middleHawaiianIslands	-2.1957	2.2945	388	-0.9569	0.98
caribbean - northwestHawaiianIslands	3.5439	3.1796	388	1.1146	0.9534
caribbean - pacificRemoteIslandArea	-0.5840	2.7933	388	-0.2091	1
caribbean - samoa	-20.7421	2.6837	388	-7.7290	<0.0001
florida - flowerGardenBanks	7.7299	3.9045	388	1.9797	0.497
florida - marianas	1.6316	2.1113	388	0.7728	0.9944
florida - middleHawaiianIslands	3.9703	2.5201	388	1.5755	0.7648
florida - northwestHawaiianIslands	9.7099	3.3460	388	2.9019	0.075
florida - pacificRemoteIslandArea	5.5820	2.9814	388	1.8723	0.5709
florida - samoa	-14.5760	2.8789	388	-5.0631	<0.0001
flowerGardenBanks - marianas	-6.0983	3.6755	388	-1.6592	0.7136
flowerGardenBanks - middleHawaiianIslands	-3.7596	3.9246	388	-0.9579	0.9798
flowerGardenBanks - northwestHawaiianIslands	1.9800	4.4997	388	0.4400	0.9999
flowerGardenBanks - pacificRemoteIslandArea	-2.1479	4.2356	388	-0.5071	0.9996
flowerGardenBanks - samoa	-22.3059	4.1641	388	-5.3567	<0.0001
marianas - middleHawaiianIslands	2.3388	2.1483	388	1.0887	0.9589
marianas - northwestHawaiianIslands	8.0783	3.0757	388	2.6265	0.1496
marianas - pacificRemoteIslandArea	3.9505	2.6745	388	1.4771	0.8193
marianas - samoa	-16.2076	2.5597	388	-6.3317	<0.0001
middleHawaiianIslands - northwestHawaiianIslands	5.7396	3.3694	388	1.7034	0.6851
middleHawaiianIslands - pacificRemoteIslandArea	1.6117	3.0077	388	0.5359	0.9995
middleHawaiianIslands - samoa	-18.5464	2.9061	388	-6.3819	<0.0001
northwestHawaiianIslands - pacificRemoteIslandArea	-4.1279	3.7271	388	-1.1075	0.955
northwestHawaiianIslands - samoa	-24.2859	3.6456	388	-6.6617	<0.0001
pacificRemoteIslandArea - samoa	-20.1581	3.3141	388	-6.0825	<0.0001

5.1.5.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: accretion_mm3cm2y

loc1	contrast	estimate	SE	df	t.ratio	p.value
caribbean	puertoRico - saintCroix	-2.5828	2.9680	388	-0.8702	0.8203
caribbean	puertoRico - saintJohn	1.3021	4.2996	388	0.3028	0.9903
caribbean	puertoRico - saintThomas	3.2877	4.1896	388	0.7847	0.8614
caribbean	saintCroix - saintJohn	3.8849	3.8235	388	1.0160	0.7402
caribbean	saintCroix - saintThomas	5.8705	3.6993	388	1.5869	0.3873
caribbean	saintJohn - saintThomas	1.9856	4.8335	388	0.4108	0.9766
florida	dryTortugas - keys	-12.7262	3.5195	388	-3.6159	0.0003
flowerGardenBanks	(nothing)
marianas	guam - maug	4.9639	3.2988	388	1.5048	0.4356
marianas	guam - pagan	0.7155	3.3908	388	0.2110	0.9967
marianas	guam - saipan	7.6561	3.6442	388	2.1009	0.1546
marianas	maug - pagan	-4.2483	2.9147	388	-1.4575	0.4643
marianas	maug - saipan	2.6922	3.2060	388	0.8397	0.8355
marianas	pagan - saipan	6.9405	3.3006	388	2.1028	0.1540
middleHawaiianIslands	hawaii - oahu	-2.9110	3.6078	388	-0.8069	0.4202
northwestHawaiianIslands	(nothing)
pacificRemoteIslandArea	jarvis - palmyra	-5.2770	6.1278	388	-0.8612	0.6651
pacificRemoteIslandArea	jarvis - wake	-3.2732	6.2350	388	-0.5250	0.8592
pacificRemoteIslandArea	palmyra - wake	2.0038	5.2755	388	0.3798	0.9236
samoa	ofu - tau	-10.8260	6.2489	388	-1.7325	0.1944
samoa	ofu - tutuila	-1.9396	5.3384	388	-0.3633	0.9298
samoa	tau - tutuila	8.8864	5.0888	388	1.7463	0.1894

---

5.1.6 ANOVA for grazing_mm3cm2y

5.1.6.1 ANOVA table for grazing_mm3cm2y

term	df	sumsq	meansq	statistic	p.value
loc1	7	53397.26	7628.180	15.0904	<0.0001
loc1:loc2	10	19067.38	1906.738	3.7720	<0.0001
Residuals	347	175408.50	505.500

5.1.6.2 Tukey post hoc for loc1 (regions)

Tukey post hoc for loc1 (regions): grazing_mm3cm2y

contrast	estimate	SE	df	t.ratio	p.value
caribbean - florida	5.3726	4.7540	347	1.1301	0.9499
caribbean - flowerGardenBanks	45.3776	7.9002	347	5.7439	<0.0001
caribbean - marianas	18.9661	4.0761	347	4.6530	1e-04
caribbean - middleHawaiianIslands	7.8035	4.8111	347	1.6220	0.7368
caribbean - northwestHawaiianIslands	-7.0844	6.3203	347	-1.1209	0.952
caribbean - pacificRemoteIslandArea	36.3983	6.4667	347	5.6285	<0.0001
caribbean - samoa	-6.6333	5.5558	347	-1.1939	0.9333
florida - flowerGardenBanks	40.0050	7.8286	347	5.1101	<0.0001
florida - marianas	13.5935	3.9356	347	3.4540	0.0142
florida - middleHawaiianIslands	2.4309	4.6927	347	0.5180	0.9996
florida - northwestHawaiianIslands	-12.4570	6.2307	347	-1.9993	0.4838
florida - pacificRemoteIslandArea	31.0257	6.3791	347	4.8636	<0.0001
florida - samoa	-12.0059	5.4536	347	-2.2015	0.3534
flowerGardenBanks - marianas	-26.4115	7.4365	347	-3.5516	0.0102
flowerGardenBanks - middleHawaiianIslands	-37.5741	7.8634	347	-4.7783	<0.0001
flowerGardenBanks - northwestHawaiianIslands	-52.4619	8.8675	347	-5.9162	<0.0001
flowerGardenBanks - pacificRemoteIslandArea	-8.9792	8.9725	347	-1.0008	0.9741
flowerGardenBanks - samoa	-52.0108	8.3399	347	-6.2364	<0.0001
marianas - middleHawaiianIslands	-11.1626	4.0043	347	-2.7876	0.1015
marianas - northwestHawaiianIslands	-26.0505	5.7301	347	-4.5462	2e-04
marianas - pacificRemoteIslandArea	17.4322	5.8912	347	2.9590	0.0645
marianas - samoa	-25.5994	4.8739	347	-5.2523	<0.0001
middleHawaiianIslands - northwestHawaiianIslands	-14.8879	6.2743	347	-2.3728	0.2581
middleHawaiianIslands - pacificRemoteIslandArea	28.5948	6.4218	347	4.4528	3e-04
middleHawaiianIslands - samoa	-14.4368	5.5034	347	-2.6233	0.1511
northwestHawaiianIslands - pacificRemoteIslandArea	43.4827	7.6183	347	5.7076	<0.0001
northwestHawaiianIslands - samoa	0.4511	6.8620	347	0.0657	1
pacificRemoteIslandArea - samoa	-43.0316	6.9971	347	-6.1499	<0.0001

5.1.6.3 Tukey post hoc (loc2 within each loc1)

Tukey post hoc for loc2 within each loc1: grazing_mm3cm2y

loc1	contrast	estimate	SE	df	t.ratio	p.value
caribbean	puertoRico - saintCroix	12.3729	6.8886	347	1.7962	0.0733
florida	dryTortugas - keys	-0.2196	6.5537	347	-0.0335	0.9733
flowerGardenBanks	(nothing)
marianas	guam - maug	-0.1109	6.1428	347	-0.0181	1
marianas	guam - pagan	-13.8666	6.3544	347	-2.1822	0.1302
marianas	guam - saipan	18.1063	6.7860	347	2.6682	0.0397
marianas	maug - pagan	-13.7557	5.4744	347	-2.5128	0.0597
marianas	maug - saipan	18.2172	5.9700	347	3.0515	0.013
marianas	pagan - saipan	31.9729	6.1875	347	5.1674	<0.0001
middleHawaiianIslands	hawaii - oahu	8.5756	6.7182	347	1.2765	0.2026
northwestHawaiianIslands	(nothing)
pacificRemoteIslandArea	jarvis - palmyra	4.0168	14.8003	347	0.2714	0.9602
pacificRemoteIslandArea	jarvis - wake	19.2058	14.8003	347	1.2977	0.3974
pacificRemoteIslandArea	palmyra - wake	15.1889	10.0548	347	1.5106	0.2872
samoa	ofu - tau	-11.8362	12.0178	347	-0.9849	0.5869
samoa	ofu - tutuila	5.8590	9.9408	347	0.5894	0.8259
samoa	tau - tutuila	17.6951	9.9408	347	1.7801	0.1778

---

5.2 Plots of BAR data by loc2

5.2.1 Plot deltaVolume_mm3cm2y

---

5.2.2 Plot deltaDensity_mgcm3cm2y

---

5.2.3 Plot macroboring_mm3cm2y

---

5.2.4 Plot grazing_mm3cm2y

---

5.2.5 Plot accretion_mm3cm2y

---

5.3 Vertical dotplots for map by loc1 and loc2

6 Exploration of grazing as a driver

6.1 BAR data vs. Grazing

6.1.1 MASS change vs Grazing

6.1.2 VOLUME change vs Grazing

6.1.3 DENSITY change vs Grazing

6.1.4 MACROBORING vs Grazing

6.1.5 ACCRETION vs Grazing

7 Exploration of parrotfish as a driver

7.1 Parrotfish Loc2 as driver

7.2 Parrotfish Loc3 as driver of Loc3 averages

8 Exploration of environmental data as a driver

8.1 Satellite environmental data

8.2 Aragonite saturation state as a driver

8.2.1 AragSatState by loc2

8.2.2 AragSatState by loc3

9 Multivariate analysis

## [1] 0.1328718

Stress = 0.1328718

10 Human pressure/proximity analysis

10.1 Calculate human pressure statistics

Distance to coastline, port, city, or nearest port/city

Population within a set radius Data from: https://search.earthdata.nasa.gov/search?q=CIESIN%20ESDIS

Display human pressure statistics table

Human pressure statistics by loc3

location				distance				population
loc3	latitude	longitude	basin	dist_coast_km	dist_port_km	dist_city_km	dist_human_access_km	population_5km_2005	population_10km_2005	population_50km_2005	population_100km_2005
puertoRico-north	18.4823	-66.7212	atlantic	0.4528	2.2049	4.7875	2.2049	32125.5092	89699.7317	1006934.1268	3501549.6475
puertoRico-south	17.9105	-66.2316	atlantic	3.1541	40.5643	41.9377	40.5643	1262.4087	22720.7850	1231073.4198	3390075.6168
puertoRico-west	18.3443	-67.2692	atlantic	0.6183	15.1529	20.9596	15.1529	10448.1150	37815.1842	636276.7822	1465893.5192
saintCroix-east	17.8281	-64.4671	atlantic	12.4647	74.2925	31.1710	31.1710	0.0000	0.0000	49178.2971	139488.6493
saintCroix-north	17.7853	-64.7595	atlantic	0.1380	63.3690	4.0150	4.0150	9369.2126	29593.6079	49178.6871	150644.6981
saintCroix-south	17.7012	-64.6479	atlantic	2.4142	76.1663	12.1132	12.1132	1894.7723	12063.4927	49178.2971	150556.0095
saintCroix-west	17.7338	-64.8964	atlantic	0.9806	66.6167	15.6143	15.6143	5643.1254	17797.8222	49178.2971	164548.9777
dryTortugas-west	24.6112	-82.8704	atlantic	73.2976	178.8298	110.1604	110.1604	17.8305	17.8305	17.8305	58.8405
keys-uko1	24.9025	-80.5310	atlantic	7.1560	103.6857	63.1422	63.1422	0.0000	2648.0118	18345.3416	1303156.6254
keys-uko3	24.8827	-80.5609	atlantic	7.7266	106.8284	65.6552	65.6552	0.0000	2016.8084	19204.8192	1084990.9607
flowerGardenBanks-east	27.9074	-93.5992	atlantic	192.7863	195.6377	194.1644	194.1644	0.0000	0.0000	0.0000	0.0000
guam-east	13.4752	144.8648	pacific	0.5333	216.0539	12.4307	12.4307	16458.4615	115256.7379	180374.9993	182958.0276
guam-east	13.4752	144.8649	pacific	0.5324	216.0476	12.4363	12.4363	16458.4615	115256.7379	180374.9993	182958.0276
guam-north	13.6033	144.9237	pacific	0.0552	200.4536	23.9199	23.9199	3503.8694	42970.9357	180363.2034	182958.0276
guam-south	13.2413	144.7044	pacific	0.0050	247.0468	25.9102	25.9102	1543.6966	3897.0895	180374.9993	180374.9993
guam-south	13.2421	144.7045	pacific	0.0877	246.9607	25.8176	25.8176	1675.6335	4027.4201	180374.9993	180374.9993
guam-west	13.5289	144.8004	pacific	0.4222	213.8567	8.5188	8.5188	43282.3581	127757.9697	180374.9993	182958.0276
guam-west	13.5290	144.8004	pacific	0.4191	213.8557	8.5191	8.5191	43282.3581	128131.6122	180374.9993	182958.0276
maug-east	20.0203	145.2397	pacific	0.5849	535.6990	537.4770	535.6990	0.0000	0.0000	0.0000	0.0000
maug-east	20.0204	145.2398	pacific	0.5941	535.7050	537.4830	535.7050	0.0000	0.0000	0.0000	0.0000
maug-north	20.0357	145.2247	pacific	0.3439	537.5544	539.3364	537.5544	0.0000	0.0000	0.0000	0.0000
maug-north	20.0357	145.2247	pacific	0.3477	537.5583	539.3403	537.5583	0.0000	0.0000	0.0000	0.0000
maug-south	20.0140	145.2275	pacific	0.7775	535.1257	536.9076	535.1257	0.0000	0.0000	0.0000	0.0000
maug-west	20.0131	145.2081	pacific	2.5253	535.2412	537.0287	535.2412	0.0000	0.0000	0.0000	0.0000
maug-west	20.0132	145.2081	pacific	2.5243	535.2443	537.0319	535.2443	0.0000	0.0000	0.0000	0.0000
pagan-east	18.0961	145.7649	pacific	2.1843	319.1744	320.7833	319.1744	0.0000	0.0000	0.0000	0.0000
pagan-north	18.1678	145.7949	pacific	0.7336	327.1989	328.7916	327.1989	0.0000	0.0000	0.0000	0.0000
pagan-north	18.1679	145.7949	pacific	0.7289	327.2036	328.7963	327.2036	0.0000	0.0000	0.0000	0.0000
pagan-south	18.0456	145.7062	pacific	1.6974	313.5603	315.2020	313.5603	0.0000	0.0000	0.0000	0.0000
pagan-south	18.0456	145.7062	pacific	1.6941	313.5637	315.2054	313.5637	0.0000	0.0000	0.0000	0.0000
pagan-west	18.1201	145.7547	pacific	0.3291	321.8343	323.4489	321.8343	0.0000	0.0000	0.0000	0.0000
pagan-west	18.1201	145.7547	pacific	0.3261	321.8395	323.4541	321.8395	0.0000	0.0000	0.0000	0.0000
saipan-east	15.2587	145.8157	pacific	0.3440	9.4021	8.7513	8.7513	1661.4802	7620.7097	53178.9814	53178.9814
saipan-east	15.2587	145.8157	pacific	0.3460	9.4008	8.7505	8.7505	1661.4802	7620.7097	53178.9814	53178.9814
saipan-northwest	15.2572	145.7667	pacific	0.2303	4.8799	5.3946	4.8799	3975.5045	20274.3834	53178.9814	53178.9814
saipan-south	15.0979	145.7434	pacific	0.1744	14.2599	12.6335	12.6335	6906.8541	33084.5755	53178.9814	53178.9814
saipan-south	15.0979	145.7434	pacific	0.1775	14.2569	12.6304	12.6304	6906.8541	33084.5755	53178.9814	53178.9814
saipan-west	15.1564	145.6898	pacific	0.2259	9.1167	8.9337	8.9337	23871.8189	44739.5081	53178.9814	53178.9814
saipan-west	15.1564	145.6897	pacific	0.2338	9.1146	8.9339	8.9339	23871.8189	44739.5081	53178.9814	53178.9814
hawaii-north	20.2492	-155.8909	pacific	0.8332	103.3125	68.6915	68.6915	353.5559	4432.8898	34227.9107	252162.5464
hawaii-north	20.2682	-155.8604	pacific	0.5589	101.8937	71.3135	71.3135	1717.7290	5675.6970	34769.2710	260943.6279
hawaii-north	20.2682	-155.8604	pacific	0.5616	101.8925	71.3169	71.3169	1717.7290	5675.6970	34766.1832	260943.6279
hawaii-west	19.2443	-155.9003	pacific	0.0618	102.7475	44.7423	44.7423	482.5357	1578.6934	55158.9708	160423.3088
hawaii-west	19.2444	-155.9003	pacific	0.0631	102.7443	44.7358	44.7358	482.5357	1578.6934	55158.9708	160424.5612
oahu-east	21.4797	-157.7830	pacific	2.9862	21.1336	21.0934	21.0934	3653.2087	82360.9831	1006900.6897	1014230.3045
oahu-east	21.4797	-157.7830	pacific	2.9892	21.1342	21.0943	21.0943	3653.2087	82360.9831	1006900.6897	1014230.3045
oahu-north	21.5909	-158.1747	pacific	0.5327	44.1567	18.4253	18.4253	3394.7903	10822.3555	857408.3451	1006908.6371
oahu-south	21.2884	-157.8654	pacific	0.2780	2.4978	1.8262	1.8262	186392.6575	367667.7396	1006884.9168	1014222.9209
oahu-south	21.2884	-157.8653	pacific	0.2727	2.4947	1.8209	1.8209	186392.6575	367667.7396	1006884.9168	1014222.9209
oahu-west	21.5341	-158.2344	pacific	0.3392	44.9182	22.0736	22.0736	281.1310	13926.5492	791421.8300	1006908.6371
oahu-west	21.5341	-158.2344	pacific	0.3382	44.9225	22.0763	22.0763	281.1310	13926.5492	791421.8300	1006908.6371
pearlHermes-south	27.7824	-175.8820	pacific	148.9472	1786.9732	1784.4458	1784.4458	0.0000	0.0000	0.0000	0.0000
pearlHermes-south	27.7824	-175.8820	pacific	148.9422	1786.9781	1784.4508	1784.4508	0.0000	0.0000	0.0000	0.0000
pearlHermes-west	27.7930	-175.9975	pacific	137.8284	1798.1659	1795.6405	1795.6405	0.0000	0.0000	0.0000	0.0000
pearlHermes-west	27.7932	-175.9972	pacific	137.8463	1798.1471	1795.6218	1795.6218	0.0000	0.0000	0.0000	0.0000
jarvis-west	-0.3690	-160.0081	pacific	0.4019	1941.8630	1655.5765	1655.5765	0.0000	0.0000	0.0000	0.0000
palmyra-east	5.8638	-162.0306	pacific	3.5324	1716.1266	1665.2395	1665.2395	0.0000	0.0000	0.0000	0.0000
palmyra-north	5.8973	-162.0782	pacific	0.7948	1715.0234	1663.8248	1663.8248	0.0000	0.0000	0.0000	0.0000
palmyra-west	5.8832	-162.1332	pacific	3.3270	1719.0747	1667.6352	1667.6352	0.0000	0.0000	0.0000	0.0000
wake-north	19.3160	166.6272	pacific	1.3926	2262.8449	1451.8180	1451.8180	0.0000	0.0000	0.0000	0.0000
wake-south	19.2807	166.6278	pacific	0.1135	2262.3380	1448.1336	1448.1336	0.0000	0.0000	0.0000	0.0000
wake-west	19.3163	166.5982	pacific	4.0085	2259.8407	1452.9511	1452.9511	0.0000	0.0000	0.0000	0.0000
ofu-north	-14.1578	-169.6744	pacific	1.4235	110.0087	112.0437	110.0087	94.5409	250.6376	1092.6667	5983.4973
ofu-south	-14.1733	-169.6419	pacific	0.1076	113.3033	115.3372	113.3033	249.9128	250.6376	1092.6667	1842.0556
tau-north	-14.2124	-169.4407	pacific	2.0237	134.6007	136.6287	134.6007	278.4084	809.5039	1092.6667	1092.6667
tau-west	-14.2576	-169.5007	pacific	0.5732	127.9582	129.9786	127.9582	636.1990	842.0291	1092.6667	1092.6667
tutuila-east	-14.2852	-170.5640	pacific	1.6456	13.4096	15.3999	13.4096	5648.4712	8698.6475	54746.1169	56441.7820
tutuila-north	-14.2448	-170.6524	pacific	0.8956	5.0353	6.8361	5.0353	6690.7845	21175.8085	54746.1169	62381.3898
tutuila-south	-14.3635	-170.7630	pacific	0.1262	12.8108	11.4121	11.4121	21281.2636	35985.8507	54746.1169	66583.7416
tutuila-west	-14.2946	-170.8120	pacific	1.2894	13.5622	11.5284	11.5284	2953.5677	26490.2097	54746.1169	74783.9287

10.2 Human pressure graphs

10.2.1 Human pressure by loc3

10.2.2 Human pressure all points

10.2.3 stats analysis

## 
## Call:
## lm(formula = acc_mean ~ omega_loc2 * basin, data = df2, weights = w_accretion)
## 
## Weighted Residuals:
##     Min      1Q  Median      3Q     Max 
## -28.406 -14.250  -2.159  13.014  41.520 
## 
## Coefficients:
##                         Estimate Std. Error t value Pr(>|t|)   
## (Intercept)               209.90      85.36   2.459  0.02570 * 
## omega_loc2                -52.90      22.80  -2.320  0.03387 * 
## basinpacific             -313.04      91.56  -3.419  0.00352 **
## omega_loc2:basinpacific    85.39      24.58   3.474  0.00313 **
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 21.62 on 16 degrees of freedom
## Multiple R-squared:  0.5407, Adjusted R-squared:  0.4545 
## F-statistic: 6.278 on 3 and 16 DF,  p-value: 0.005085

11 Abstract

The remarkable biodiversity of coral reef is a direct result of complex three-dimensional structures that provides shelter to its inhabitants. This calcium carbonate framework - created by corals - forms the foundation for fundamental goods and services, a natural infrastructure for coastal communities worldwide. Importantly, reef framework, the species that dependent on it and the services we rely on, are threatened by myriad stressors which contribute to the global decline of habitat forming species, all the while accelerating the rate at which habitat is eroded away. Survey-based approaches have been used at regional (REF) and global scales (REF), estimating trajectories that are largely negative and insufficient to keep pace with sea level rise (REF). To date, however, the persistence of reef carbonates has yet to be measured across global scales - a critical knowledge gap that has implications for the countless species that rely on coral reefs, including us.

12 Scratchpad

12.0.1 Identify and remove bars with NA’s (except those in density)

###Commented out calculate volume based on mass for missing grazing